* THE EMOTIONS AND THE DIMENSIONS OF DISCRIMINATION AMONG THEM IN DAILY LIFE by Ilan Shalif ** Department of Psychology Ph.D. Thesis*** Originally written in Hebrew by the author and assistance of associates Copyright and responsibility - I. Shalif Submitted by I. Shalif E-Mail gshalif@netvision.net.il Home Page Snail-mail: Ilan Shalif P.O.B. 13331 Tel-Aviv 61132 ISRAEL The right to copy sections of this text or even all of it is granted to all, on condition that it is done without textual or spelling errors and with no commercial intent or monetary profit. In copying or quoting, the source may be mentioned but it is not mandatory. Dr. Ilan Shalif says: Pay attention to the pleasant and unpleasant bodily sensations... and the troubles will take care of themselves. _______________________________________________________________________ * This work was carried out under the supervision of professor Isaac Lewin. ** This paper is a somewhat abbreviated and nonprofessional translation of one of the first drafts. *** An advanced draft was submitted to the Senate of Bar-Ilan University Ramat-Gan, Israel on August 1988.The final draft was approved by the Senate on 1.1.1991 TABLE OF CONTENTS Abstract I Introduction 1 The theoretical background 5 What kinds of phenomena are included in the emotional domain ? 7 What is the subjective feeling of emotion 7 The discrimination among the emotional phenomena 8 On the methodology of basic research the emotional domain 9 The theory 12 The hypothesis 24 The mapping sentence 24 The method 25 The subjects 25 The materials 25 The procedure 26 Contacting the subjects 26 Data collecting procedure 26 The computation of subjects' dimensional scores 29 Results 32 The subjects 32 The items' scores 32 Validity and reliability of items and their scores 33 The direction of the basic emotions in their multidimensional scaling space 45 The correlations between the dimensions and the items of basic emotions 49 The correlations between the 10 dimensions and the 148 words 50 The correlations between the dimensions and the 9 subgroups of basic emotions 51 The direction of the emotions in the space of the S.S.S.A-I solution 54 The content of the ten dimensions of the 48 unmanipulated emotional mixtures 61 The dimensions of discrimination among the 96 words of emotion 67 On the relations between the dimensions of the words and those of faces 75 Discussion 78 Appendices 90 References 94 -I- ABSTRACT The aim of the study was to examine a theory about the principal emotional variables in daily life. This theory was supposed to settle the controversy between the two main approaches to emotion research - the evolutionary-genetic approach and the parsimonious-cognitive one. The major divergence between the two approaches concerns the substance of the main primary emotional variables which combine in various forms to produce subjective experience and the broad spectrum of emotional phenomena. Those theories who can be related to the genetic approach usually proceed from a common evolutionary point of departure which is the `serviceable associated habits' principle of the theory of Darwin (1872) on human and animal emotions. The primary emotional variables, according to this approach, are basic emotions - each of them having a concrete content and a unique facial expression. Many of the proponents of those theories claim that every one of these variables is involved in each emotional phenomenon. In their view, this also holds even in circumstances where the relative weight of some of these variables is small or almost negligible. According to Ekman et al. (1982), previous research results indicate that there are at least 7 such variables, namely: happiness, interest, surprise, fear, anger, sorrow, disgust. The theorists of the second approach cannot be characterized by a common point of departure. In general, they do not put forward a specific theory for the field of emotion. What is common to these theorists is the attempt to deduce from various superior thought processes, dimensions for distinction which will enable us to achieve a better conceptualization for the emotional system. -II- In most cases, (as appropriate to the second approach), the papers which relate to dimensions of distinction between emotions indicate the existence of 2 or 3 variables with abstract content, which appear repeatedly in many studies. sometimes there appear 1) "evaluation/enjoyment" and 2) "Dynamism". Even more frequently, the "Dynamism" splits into 2) "potency" and 3) "activity". Other variables with an abstract and a concrete content were to be found only in some of the studies and in these cases, it is not clear whether the same variables are referred to in all the studies. In this paper, a theory is presented dealing with basic emotional variables having a concrete content and with emotional variables having an abstract content. The theory is intended to reconcile the contradictions and unify the findings with regard to the two types of variables into a single theoretic framework. In a study carried out at the end-of-academic-year examinations period (1986-7), 202 subjects (101 male and 101 female resident students) participated. The subjects were asked to judge/ assess/ evaluate to what extent their emotional state of the time of the testing matched/ fitted/ suited the emotions expressed in 105 photographed facial expressions and 148 words. The photographs included 48 facial expressions of mixed emotions in daily life (without intentional external manipulation), 33 artificial expressions of basic emotions (2-4 items for each of 9 emotions) and 24 artificial expressions of combinations of basic emotions. The words consisted of a wide variety of 96 words of emotion and 52 words for control of response sets and a few other processes encountered in previous studies. The procedure of judging the facial expressions was carried out twice: Once by means of structured scaling - each expression separately - on a fixed scale of 6 grades. -III- The second time - after the assessment of each of the 148 words on the same scale - by means of forced choice (Q-SORT). In this task, the photographs were divided into groups of 7-12 items. The judgment was here expressed by ordering the items within each group according to the relative congruence between what was expressed in the items and the emotion of the subject at the moment. The first hypothesis was that in the task of judging the facial expressions of mixed emotions from daily life, there would be a convergence between the content of the main dimensions of discrimination and the content of the seven concrete emotional variables from Ekman et al.'s list. The second hypothesis was that in the task of judgment of the emotional words, the content of the main dimensions of discrimination would correlate/converge with the content of the 3 emotional variables/ dimensions of abstract content which were found/ encountered in previous studies. The first hypothesis was supported in the main: it was found that there was congruence/good fit between the first five dimensions (out of an analysis of 10 dimensions) and five of the seven basic emotions. But, the content of one of the seven - disgust - correlated only the content of the tenth dimension of the analysis. Furthermore, the direction of the emotion happiness was found to be directly opposite to the direction of the emotion sorrow and not independent (as was expected). It was also found that the direction of the emotion interest was relatively ambiguous because of the insufficient content validity of its items. The second hypothesis was clearly invalidated: in the analysis of two and three dimensions it was found that the dimensions had a concrete emotional content: The first dimension was found to have the content of the contradiction between depression & distress, and serenity & content. Therefore it matches the bi-polar activity of the emotional structure "separation distress". The content of the second dimension was found to match the contradiction between alertness & boldness, and indifference & complacency. Thus it matches the activity of the emotional structure "interest/ wariness/ vigilance". -IV- The content of the third dimension matches the contradiction between haughtiness & pride, and weariness & caution. Therefore it matches the content of the bi-polar emotional structure of shame versus pride. In the analysis of the 10 dimensions the seven remaining dimensions also have a concrete emotional content. The support given to the first hypothesis and the invalidation of the second - refute our theoretical effort to settle the controversy between the two main approaches to emotion. This result is a significant contribution and an important support to the modern genetic theories of emotion. It refute in addition, the claim of the parsimonious-cognitive ones that their dimensions are also dimensions of subjective experience of emotion. The main implications of this study: a) An explanation - based on the methodological domain - of the contradictions between the genetics and the parsimonious-cognitivists becomes available. This explanation is more economical than the solution presented in the theory on which this study is based. b) Sharpening the differences between the cognitive distinctions and evaluations, and the emotional ones. c) A modern research paradigm for the multidimensional approach was adapted successfully to the emotional phenomena. d) The reservations about using verbal communication in emotional research were to a great extent eliminated. e) This study can be a kind of a model or a guide to the building of a multidimensional tool for measuring daily life emotional feelings and moods. Results also revealed the bipolarity nature of the basic emotions and their subjective experience which is more in accord with Darwin's second principal than with the "fight or flight" bipolarity of basic emotions. -1- INTRODUCTION The purpose of the study was to examine an evolutionary theory about the principal emotional variables in daily life. This theory is concerned with the activity of the inborn emotional structures having a concrete content (such as happiness, fear and anger) with the discrimination among them and with the main differences between those and the abstract variables / structures of emotion (such as evaluation, potency and activity). The aim of the theory was to reconcile the controversy between the two main approaches to emotion research - the evolutionary approach and the parsimonious-cognitive one. The major divergence between the two approaches lies in the substance of the main primary emotional variables which combine in various forms to produce the broad spectrum of emotional phenomena. Those theories which can be associated with the evolutionary approach usually proceed from a common evolutionary point of departure namely, the theory and research of Darwin (1872) on human and animal emotions. According to the theorists of this approach, the subsystem of emotion is of great value to the survival of the human species. They claim that this system consists mainly of a small number of primary emotions. Those emotions are inborn structures. Each of them has four main functions components: a) an expressive-communicative component which is based mostly on a unique facial expression; b) an organismic activation (or deactivation) pattern; c) an inborn perceptual component for perceiving the patterns of stimuli that are relevant for that emotion; d) a subjective experience. The activities of these inborn structures, according to this approach, can be found and identified in research as a group of variables which are commonly called basic emotions which have a concrete content. Many of the proponents of those theories claim that every one of these variables is involved in each emotional phenomenon. In their view, this also holds good even under circumstances where the relative weight of some of these variables is small or almost negligible. According to Ekman et. al. (1982), results of previous research indicate that there are at least 7 such variables, namely: happiness, interest, surprise, fear, anger, disgust, sorrow. -2- The theorists of the second approach cannot be characterized by a common point of departure. In general, they do not put forward a specific theory for the field of emotion. What is common to these theorists is the attempt to deduce from various superior thought processes, dimensions for distinction which will enable us to achieve a better conceptualization for the emotional system. Usually, they offer two or three-dimensional models consisting of more or less the same abstract content. The bi-dimensional models offer the dimensions: 1) "evaluation/ enjoyment" and 2) "Dynamism". The three dimensional models, frequently, split the "Dynamism" into 2) "potency" and 3) "activity". Few of the publications of the second group deal with the gap between the small number of dimensions and the vast number of specific emotions encountered in daily life. Usually, they trace the source of the need-for-added-information, to the domain of cognitive processes. There is a small minority among the theorists of the field of emotion who, like Leventhal (1979), put forward a theory which contains the two kinds of variables - the basic- inborn ones and the abstract-cognitive ones. But, no publication is at present available which clarifies this point of view or confirms these synthetic theories. -3- Four main kinds of studies can be found in the publications of the first approach: the first one is concerned with the finding of new basic emotions - cross-cultural studies are preferred. The second kind is about the emotions of subjects with special handicaps that prevent learning of certain expressions of emotion. The third is about the emotionality of infants and young children. The fourth is about the components of emotional experiences of adults. Three main groups of studies can be found in the publications of the second approach: the most prominent one is the huge group of studies on the semantic differential of Osgood (1952). Another nearly homogeneous group is that of the "Circumplex" approach which strives to build bi-dimensional models for various aspects of human life (see Wiggins, 1982). The third group is not really a group with a common denominator but the result of the common use of factor analysis in any research (including the emotional domain) where the effect of simultaneous activity of various variables are suspected. In most cases, as appropriate to the second approach, the papers which relate to dimensions of distinction between emotions indicate the existence of 2 or 3 variables (such as Russell, 1980; and Osgood, 1952) with the same abstract content, which appear repeatedly in many studies. sometimes there appear 1) "evaluation/ enjoyment" and 2) "Dynamism". Even more frequently, the "Dynamism" splits into 2) "potency" and 3) "activity". (Seldom, as in Schachter, 1964, only one dimension of emotion is found.) Other variables with an abstract and a concrete content were to be found only in some of the studies and in these cases, it is not clear whether the same variables are referred to in all the studies. The findings which are the base for the two or three-dimensional models are actually in contradiction to all the evolutionary theories of emotion. It is so because, if the basic emotions are what they are supposed to be - relatively independent of each other - then the dimensions of discrimination among emotion must approximate those basic emotions. Though Ekman, et al. (1982) suggest that there is enough empirical evidence of emotional domain/space having more than three dimensions, a theory that can reconcile the contradiction between the two main contending approaches to emotion has not yet been presented. -4- The publications of those who have found cross-cultural lists of basic emotions are not, in themselves, a testimony to the existence of a parallel list of inborn structures. It might be that subjects can discriminate between points or phenomena which lie along the same continuum (or circle). In this paper, a theory is presented dealing with basic emotional variables having a concrete content and with emotional variables having an abstract content. The theory is intended to reconcile the contradictions and unify the findings with regard to the above two types of variables and processes into a single theoretical framework. The main material used for this unification is the observation that the two kinds of variables are usually identified in two different kinds of research. The concrete variables are mainly encountered in research involving facial expression of emotions. The few abstract variables are mainly encountered in research involving verbal items of emotion. The core of the theoretical solution is that different kinds of input activate different kind of structures i.e. the facial expressions activate the inborn structures of the concrete basic-emotions and the verbal communication of emotion activates the structures with the abstract content. -5- THE THEORETICAL BACKGROUND What is emotion ? Nearly every essay on emotion tries to answer this question, usually claiming that there is not any generally accepted definition for this concept. Those who do attempt to define emotion base their definition on their own theory or meta-theory, while others usually use an implicit definition to be guessed at by the reader. Descartes (1649) defined emotions as the passions of the soul. He claimed that there are six such simple ones namely: wonder, love, hatred, desire, joy, and sadness. In his view, other emotions are composed of combinations of some of these six. He might be regarded as one of the first modern proponents of the basic-emotion-approach of the evolutionary theories. Spinoza (1677) presented a more economical theory with only three variables namely: desire, joy and sadness. He may be regarded as one of the first of the modern proponents of abstract-three-dimensional approaches. Darwin (1872), who is the founder of the evolutionary approach to emotion, pointed to the importance of the emotional system for the survival of the human species. He treated emotions as mainly communications or means for that purpose. Osgood (1952), who is the founder of the "Semantic Differential" technique, led the research of the three abstract dimensions of emotion which he preferred to call "Connotative Meaning". He was aware (Osgood, 1959b) that there are more than three such variables and warned (Osgood, 1969) blind followers from depending too much on the trinity of evaluation, activity and potency. Tomkins (1962/3, 1982), Plutchik (1962, 1980, 1982) and Izard (1971, 1977, 1984), developed similar versions of evolutionary theories of emotions. They claimed that emotions are a group of similar processes of certain brain structures and that each of these has a unique concrete emotional content. -6- Furthermore, they said that each of those variables has unique inborn perceptual, organismic and expressive components. All three authors stressed the importance of the facial expression of the expressive component. It is hard to find in the writings of the evolutionists any detailed explanation for the specific mechanisms - physiological or of information processing - of the emotional system. It is also hard to find in them a detailed explanation on the development of the emotional system during the various stages of life. The version of the evolutionary theory that is presented in the following chapter uses Bowlby (1969-81) - somewhat more detailed explanations on this matter. The cognitivists too refrain from detailed specifications of the work of the cognitive (abstract emotional) variables. Osgood (1952, 1964, 1969) suggested that the connotative meaning is crystallized (each time and in each specific case) as a point on each of the bipolar experiential continua i.e. on the evaluation, potency and activity continua. The small integrative trend which is represented here by Leventhal (1979, 1982) usually treats the emotional system as a subsystem of the cognitive (information procession) functions of the brain. Various publications with this approach give detailed explanation only to scattered parts of this subsystem. Leventhal (1979), uses cognitive concepts like schemata (without detailed explanations of their structure and function), and discriminates between three kinds namely: a) primary structures - which are inborn and are parallel to the basic emotions of the evolutionists); b) concrete structures - which are unique to this approach and are similar, in a way, to Bowlby's supra-emotional-plan, each of those, being a schema for the automated reconstruction of specific mixtures of primary emotions; c) schemata of a higher order - which are parallel to Osgood's (1964) bi-polar abstract continua of emotional-connotative meaning. -7- The integration of the evolutionary trend and the parsimonious cognitive one that lies at the root of this study is, in a way, similar to that of Leventhal (1979). What kinds of phenomena are included in the emotional domain ? In every language there is a cluster of words which defines various kinds of emotional phenomena. There are concrete names (anger, fear etc.); there are words which describe typical emotional behavior of individuals (weeping, laughing etc.); and there are also words that describe certain kinds of emotion i.e. moods, feelings, sensations etc. Usually, authors define the emotional domain according to their theories - implicit or explicit. Many of these definitions exclude important parts of the emotional domain. Woodworth (1938) criticized those who excluded certain kinds of emotions having special names like moods and feelings etc. He argued that semantic reasons for the exclusion of phenomena from the emotional domain are not good enough . Weinrich (1980) argued, in the same widening trend, that even needs and drives are part of the emotional domain and are excluded due to linguistic curiosities. According to the theory presented in this work, the definition of the emotional domain is based on the emotional processes themselves i.e. the emotional domain is supposed to include all the processes directly executed or activated by the various parts of the emotional subsystem (of the basic emotions). What is the subjective feeling of emotion ? The divergence between theorists of emotion include disagreements about the part of the subjective feeling of emotion in the stream of emotion -the emotional ongoing processes. Clore & Ortony (1984) claimed that the subjective experience follows emotional processes but is not part of them. Tomkins (1962/3) argued that the subjective feeling of emotion is the result of feedback from the facial muscles that are involved in the expression of emotion. -8- Leventhal (1979) claimed that the subjective feelings and the facial expressions are parallel sub-processes. He pointed to certain neuronal clusters of the brain-stem as the source which feed (concurrently) both the facial muscles and the mechanism of subjective feelings at the same time. Izard (1984) claimed that the subjective quality of emotional experience is invariant throughout life. The cognitivists usually refrain from involvement with concrete emotional phenomena. Those who do deal with this subject tend to regard the main processes that are related to the discrimination among those phenomena as those of labeling (like Schachter, 1964). Our explanation for the subjective experience of emotion is part of the general presentation of the theory of emotion - internal signaling (or communication) system for the organization of life. The discrimination among the emotional phenomena Those of the cognitive approach treat the problem of discrimination among the emotional phenomena as an emotional-cognitive process. According to this approach, the discrimination is done by the abstract emotional variables to which other cognitive processes are enjoined. According to the evolutionary theories the problem has not yet been completely clarified. It is stated by some that each emotion includes a perceptual component, but it is not stated which emotional occurrences are fit to be discerned by those components. It was even said by Izard (1971) that multidimensional methodology is not appropriate for the research of this problem. Many studies of the past revealed that subjects can discriminate among emotional items (mostly verbal ones) along the abstract emotional continua. Other studies revealed that subjects can discriminate between intense basic (concrete) emotions, with relative ease, when items are facial expressions of emotion. However, sometimes the discrimination among verbal items revealed (as in Osgood et. al., 1957) dimensions of discrimination which had concrete content and sometimes the discrimination among facial expressions of emotion followed an abstract continua. -9- Hirschberg (1980) had showed that the dimensions of discrimination implemented by subjects in research are greatly influenced by the instructions given. She demonstrated how discrimination among the same collection of facial expressions by the same subjects differed in a systematic way, according to the changes in the instructions. The theory that was tested by this study was supposed to advance a theoretical solution to this question. On the methodology of basic research in the emotional domain Few basic paradigms with a lot of variations were implemented in the search for the primary variables of emotion (and the structures they represent). The most common paradigm is the "Semantic Differential" technique with the original bi-polar scales - or their like. Results from factor analysis of the data tend to bring fourth common denominators of the items used in the study and included in the analysis. At best, those factors represent the common denominators of that part of emotional domain which is included in both the items and scales. Another common paradigm is the application of factor analysis to any collection of items. As data usually consists of unknown sampling coverage of the emotional domain it is never clear what is the relevance of the findings to the problem of extracting the entire collection of emotion basic variables. An old methodology of direct scaling of items is still in use (as in Russell, 1980). This methodology is very cumbersome where the number of items is big and as Hirschberg (1980) demonstrated subjects can discriminate between items along dimensions that are irrelevant to emotion. -10- Much of the research was done using items that are facial expressions of emotion. However, research with those items was usually restricted to the task of discrimination between artificial expressions of relatively strong emotions. These studies cannot shed light on the activity of an emotional system in daily life. Criticism of all previous research on the structure of the emotional domain can be found in Ekman, et al. (1982). It is nearly impossible to include all the relevant dimensions of discrimination of the said domain in one research when one uses the usual methodologies. There are three main obstacles: a) the problem of the items; b) the problem of the scales; c) the problem of the research manipulation. When, as in the emotional domain, the full collection of dimensions of discrimination is not yet known there is only one good solution: i.e. to include all of them - or to find another field for research. The problem of the rating scales is the most difficult to solve in the usual methodology. A collection is always biased by the one who selects the items and their scales. Always unknown parts of the domain of research are lacking. The only verified solution to this problem is the "facet analysis" approach of Guttman (1968). This methodology can let the subjects use all the relevant dimensions of discrimination concerned. (A more didactic explanation for this methodology is adduced in the following chapters.) Since the verbal communication channel in emotional research has been found wanting (see Plutchik, 1980), two parallel sets of items - verbal and non verbal i.e. facial expressions of emotions - should be included as a sound precaution. The manipulation of emotion being found to be unreliable (Ekman et. al., 1982), the best way appears to be the building of a paradigm based on the natural occurrence of emotion in daily life. -11- As there is usually a very difficult and subjective stage in the interpretation of the factors or the dimensions of the mathematical statistical solution - one can use the "Unfolding Model" of Hirschberg (1980) or "INDSCALL" of Takane et al. (1977) or the Shalif et al. (1981) version of the "S.S.A.P-I" of the Guttman-Lingoes series (Lingoes, 1973). These new computerized techniques enable the user to compute the subjects' dimensional scores (like subjects' factor scores), and then use these scores to find relations (via correlations, for instance) between these dimensions and other data of the study. Since the building of artificial facial expressions of emotion is problematic - one can rely on unmanipulated photographs of people with chronic facial expressions. (Tomkins, 1962/3, wrote about this phenomenon. He pointed out the facts and variables which are related to permanent or semipermanent expressions of emotion that can be found on certain peoples' faces. In the next chapter we present the theory that was tested in this study and in the chapters on "methods" and "results", the new methodology of this study will be clarified. -12- THE THEORY The newborn human baby is equipped with a central nervous system. This system is incessantly fed by input of the sensorium which consists of a wide variety of sense-organs and receptors. This input is perceived, analyzed and elaborated by the "central nervous system". The ongoing results of those processes are various integrations - on the level of the single nerve-cell and on higher levels of multi-nerve centers. The inborn structures whose function is regarded as emotion are a group of multi-nerve centers of this kind. Their integrations are for inputs from receptors of the same sense or modality that originate in different parts of the body, for inputs from different senses and modalities, and also for inputs from previous integrations (memories included) or inputs from non emotional centers of integration. Many theoreticians (evolutionists) call a certain group of multi-nerve integrations (centers) "basic emotions" (analogous to the three basic colors - green, blue, yellow). This concept has several nearly synonymous versions and names used by various authors: i.e. "inborn emotional "structures", "emotional brain activation patterns", "inborn emotional schema" "primary activation plans of emotion", etc. All of them will be referred to as "basic emotions" in this paper. According to most theorists who use these concepts, each of the basic emotions have five main components: a) a perceptual component; b) an intra organismic activation component, c) a behavioral component, d) a subjective experience component and e) an expressive component. The wide spectrum of specific emotions (thousands according to Ekman, et al., 1982) is composed of different combinations of a small number of basic emotions. According to Tomkins, 1962/3, 1982; Izard, 1971, 1977, 1984; Plutchik (1962, 1980, 1982) the number of basic emotions is about eight to ten. According to Ekman et al. (1982), the review of 40 years research reveals seven basic emotions which have already been established. (Only one more then Descartes', 1649, six passions of the soul.) This list (of seven) has been adopted as the basic list for the empirical verification of this theory. -13- According to the lists of some theorists, the number of basic emotions is larger than ten - Scott (1980) assessed that the number is between 18 to 20, Rosman (1984) preferred a list of 13. We claim that research which will be able to extract all the basic emotions has not yet been done. Those basic emotions are a kind of control-mechanisms that are on a higher level of evolutional-development then the I.R.M. (Inborn Releasing Mechanisms), though they act like the I.R.M. at the beginning of the life of the individual. The basic emotions are more adaptable and more flexible than the I.R.M. in the same ways (lines) that the I.R.M. are more adaptable and flexible than the inborn reflexes of the body. Each of the basic emotions are, according to Leventhal (1982), both a control mechanism and a monitor for one of the main aspects of human life (such as security, belonging etc.). They act directly through the intra organismic, behavioral end expressive functions and indirectly by supplying input to other (none emotional) subsystems of the brain. For instance, "fear" monitors the state of the security or hazards to the existence, anger monitors the obstacles put out by others which hinder activities undertaken for the implementation of aims. Usually it is hard to find a situation where the effect of one basic emotion is so dominant that the effect of the others is negligible. We can regard this kind of a rare situation as one of pure expression of a particular basic emotion. Even in the first hours of life, one can see the difference between the patterns of stimuli which activate different basic emotions. For instance, sudden stimulations of high intensity (vision, sound, or touch) cause an increase in the activity of the basic emotion "fear"; while other patterns (restriction of movement, pricking of the skin, bad food) consistently cause the activation of other basic emotions. -14- The most prominent and unique expression of the higher levels of activation of fear is the expression conveyed in the face as an automatic response. This expression is common to all healthy human newborn infants and to a great extent to all other ages. Each of the other basic emotions has one international-unique-facial-expression of its own. (The best known cross-cultural studies which support this claim are those of Darwin, 1872; Ekman, 1969, 1971 and Izard,1971.) At the beginning of life (and with the first appearance of each of the inborn emotions which need certain maturation in order to become effective), one can see the strong and direct connection between a small number of patterns of stimuli and the activity of each basic emotion. In this period, the "primary emotional plans" (in Bowlby, 1969-81, terminology) which control the multi-neuronal integrations, called here basic emotions, act constantly and almost the same as reflexes. Each basic emotion has its inborn primary plan. When there is a relevant change in the perceptual processes of a basic emotion, the input supplied by it to the integration process of that basic emotion is changes as well. The integration process, which does not necessarily include cognitive appraisals (according to Panksep, 1986 p119) directly activates the intra-organismic, behavioral and expressive action of that basic emotion. All those processes feed input to the component of the subjective feelings of that basic emotion. (According to Fonberg, 1986, the brain-site in which reside these components of the basic emotions which convert the emotional processes to subjective experience is the Amigdala of the Limbic system.) -15- If one examines the effect of a specific stimulus on the activity of the emotional- primary-plan of any basic emotion in the newborn - one can observe how the end of one stage of the plan activates the following one. One sees, according to Bowlby (1969), that the perception stage of the plan activates the integrative stage of that same plan and how that stage (when completed) activates the three behavioral parts (intra-organismic, external behavior, and expressive activity). The subjective feeling component is in interactive relation with the equivalent components of the other basic emotions. But, as each of these components is relatively independent of the others, the specific subjective experience of an individual in a specific instant comprises the sum of the activities of the subjective-feeling-components of all the basic emotions. As the activity of each basic emotion is relatively independent, one can discern at any point on the continuum of time, the specific contribution of each basic emotion (according to Izard, 1971, 1977,1984). The relative intensity of each basic emotion varies nearly incessantly and this is what creates the specific emotional quality of the moment. Sometimes the level of activity of one of the basic emotions becomes - for a short time - very intense. When this happens, it seems as if the individual experiences only one emotion. (According to Ekman, et al., 1982, it usually last no more then ten seconds. According to Scherer et al., 1986, it very seldom lasts more than an hour.) Usually, the emotional excitements are milder and the activity of the three or four more active emotions can easily be discerned. However, the basic emotions are parts of the living organism, and each of them has a specific life area to monitor (and a specific brain structure - as pointed at by Fonberg, 1986, and Panksep, 1986). Therefore, they never cease their activation although, for various time spans, several of the basic emotions may act as a kind of background for others. -16- Variation in the levels of the subjective experience of the basic emotions is one of the most direct ways in which the ongoing emotional processes of integration of information change their mode of activity from the background to the foreground or even to the center of awareness. Throughout the years from birth onward, the central nervous system matures. Memories, experiences and knowledge are accumulated. Cognitive and emotional schemes (in the Piajetian meaning of this concept) are constructed and reconstructed. These schemes are of a wide spectrum and of various levels of abstraction. As a result of this development, the primary plans of the basic emotions become dominated by plans of a higher level. These super-plans enable (or enforce), in certain situations, systematic deviations from the inborn patterns of the primary plans. (According to Ekman & Friesen, 1975, the most prominent deviations are in the facial expressions of the expressive component of adults who are in specific social situations.) Due to the activity of these super-plans (in Bowlby, 1969-81, terminology), the integrative processes can be fed and activated by perceptions, memories, and other cognitions which are very different from the original pattern of stimuli. Due to their activity, the ability of the original pattern of stimuli to activate the integrative processes of the basic emotions in a reflexive-like way diminish greatly. The connections between the integrative processes and the other three components (organismic activity, behavior, subjective experience) diminish to an even greater extent. During his life, the individual acquires (learns) new components which integrate with the super-plans as additions, variations or substitutions for the original or other components of older versions. He acquires proficiency that enables him to activate the other three components of these plans - intentionally or unintentionally, with awareness or without it - in ways that are very different from those of the original patterns. Even without the aid of the integrative component. -17- Even the component of the subjective experience is greatly influenced by these super- plans. "Defence-mechanisms" are usually a group of super plan components (routines and subroutines or schemes) which act unconsciously or unwillingly and cause deviations of the subjective experience from its original course. Intentional activation of the facial muscles are the most common means used for volitional intervention in the activities of the basic emotions (as pointed out by Ekman, et al., 1983, Laird, 1974, 1984, and Winton, 1986). However, these super-plans cannot abolish or suppress entirely the activity of the original primary plans even for very short durations of time. Ekman & Friesen (1975) point to the signs of the breakthrough of the results of the activity of those plans in spite of the masking of learned activation plans, for the artificial creation of facial expressions. Those leaks are important input (clues) for the perceptual activities of the abstract-verbal- sequential cognitive processes and to the intuitive-parallel-perceptual-processes of the basic emotions perceptual components. During maturation of the individual, the automatic and reflex-like relations between the various parts of the emotional plans of the basic emotions, become weaker. In spite of the weakening which occurs in these strong relationships, there is still a strong tie between each of these components and the original pattern of the spontaneous facial expression of each basic emotion. The same holds true for the activity of the perceptual inborn component of each of the basic emotions. Izard (1984) argued that this is true even for the subjective feeling of each basic emotion. Consequently, the adult retains those two functions very near to their original inborn state. As a result, facial expressions (of emotion) can act as a very rich inter-personal channel of communication. (The subjective experience of emotion acts like an intra-personal channel of communication.) -18- As a result, items that are facial expressions of emotion are both convenient and indispensable in research of the emotional domain. During maturation, the individual learns how to identify and consciously classify the main facial expressions of emotion and the verbal labels for part of these emotions. According to Izard (1971), most of the learning of the facial expressions occurs between the ages of 3 to 6 and that of the verbal labels between ages 7 to 11. Many factors hinder the learning of verbal labels for emotions. The main ones are: a) The variety of observed emotions is bigger than the variety of words which can be used to label them. b) It is difficult for the observer to diagnose the subjective experience of emotion of another. Therefore, it is difficult to receive help in learning the names of the various emotions. c) As learning the precise names for the various emotional states is not considered very important in modern life, little is done to improve the precision of labels used by people. Consequently, learning brings bout a relatively weak tie between any specific mixture of the basic emotions (of daily life) and its verbal label. Even the learning of the names of the basic emotions themselves is not perfect and many use them incorrectly. Approximately 20% - according to Izard, 1971. Because of these problems, the publications of previous research in the emotional field which used verbal labels of emotion are inconsistent and at times may contradict each other. For this reason, Plutchik (1980b) criticized so much the practice by scientists of relying on verbal communication alone in their research into the domain of emotions. In most areas of human life, the system of verbal conceptualization becomes dominant. This system (the second signal system of Pavlov and the system of abstract cognitive scheme of Piajet, 1965) subjugates the cognitive system of the early years of life (the first signal system of Pavlov and the system of concrete cognitive scheme of Piajet). -19- Many things combine to prevent this transition in the emotional system, the main reasons being: a) The ties between a verbal label and the its specific emotion are not strong because of learning problems, as previously mentioned. Therefore, the interaction between the two systems is not intensive, so the abstract-cognitive-processes often fail, in attempting to dominate the emotional subsystem - even where there is a label available for the said emotion. b) One of the results of the limited number of emotional labels (whilst there are hundreds of labels available for the naming of tens of thousand of emotional mixtures - according to Ekman, et al., 1982) is that many common concrete emotions (mixtures of basic emotions) have no verbal label. In those cases it is even harder to subjugate the emotional subsystem to the abstract cognitive subsystem. c) Every culture has emotional areas or subjects that are not a legitimate topic for conversation. Therefore, the higher cognitive processes of individuals of a specific culture are especially handicapped in the implementation of controls on those emotions. d) The parallel processing of all the components of the all the basic emotions (especially the perception and integration components) are usually at an advantage compared to the higher cognitive processes which are mainly sequential and need concentration and attention. This advantage is most prominent in the following situations: 1) During the intensive input of information conveyed by spontaneous facial expressions and voice intonations. 2) when one observes another and needs to rely on information that is near the threshold of perception. 3) When one needs to screen out the intentional and the non intentional distortions in the emotional communications of others. e) The ability of the emotional subsystem to act in a reflexive-like mode in an emergency is vital to the survival of the human individual. -20- f) The survival ability of mankind is greatly dependent on the use of the inborn emotional communication channel when bringing up a new generation - especially in its pre linguistic first years. g) Fluent bi directional emotional communication is vital for the orderly continuity of satisfying interpersonal relations. This communication cannot rely solely on verbal communication of emotion as its tendency to occur in daily life is not frequent and, when it does occur, is generally very cumbersome. For these reasons (and others not mentioned here), in most waking hours, the basic emotions are the most dominant group of active emotional processes. They act simultaneously and concurrently to other ongoing cognitive processes in the moment to moment stream of an adult's life. Parallel to the above subsystem, however, the abstract emotional processes subsystem is also active. In certain circumstances - to be detailed and explained later - these abstract variables are used as the main dimensions of discrimination among incoming input (information). Russell's(1980) findings about the bi-dimensional conceptualization of emotion is one of many examples to be found in the relevant publications. In many hundreds of studies which are related to the emotional domain, the same two or three variables are encountered - the "abstract emotional dimensions". They were usually found when Osgood's semantic differential technique was implemented. Those studies were carried out in a variety of contexts and cultures (see Snider & Osgood, 1969). Thus, one can generalize from these to all mankind and to all emotional states. These dimensions are the expressions of relative highly abstract integrations typical of the verbal domain. These dimensions are in congruence with Leventhal's (1979) abstract emotional supra-scheme and Osgood's (1964) bipolar experiential continuum along which the connotative (abstract emotional) meaning is crystallized. -21- As a matter of fact, it is impossible to convey the concrete emotional quality when combinations of the abstract dimensions only are being used. This task requires dimensions of description and discrimination that have a concrete content which is compatible with the content of the basic emotions. Osgood (1959) scrutinized in detail the difference between the abstract dimensions of the connotative meaning and the concrete dimensions of the "denotative" meaning. According to him, only the use of the denotative dimensions enable one to discriminate between concrete contents. One of the main claims of this present theory is that the basic emotions identified so far are (in the terminology of Osgood) the main denotative dimensions of the emotional domain. This statement is in accord with Leventhal's (1979) claim that the inborn emotional structures (which he called - primary schemes) are active in an adult's life. It also accord with all the evolutionary theories that claim that the basic emotions are inborn, that their main importance is their contribution to smoother intra-group relations and to interpersonal communication. Those two functions can be performed by the basic emotions as each of these structures include within them components which function both as the creators of the communication and as the perceivers of this kind of communication. The most common and rich channel of this kind of communication is the wide spectrum of spontaneous facial expressions. We claim that the perceptual processes (which build the internal representations - in the terminology of cognitive theories) are activated mainly by the appropriate perceptual components of the basic emotions, without needing the participation of the abstract emotional processes. These processes might act in parallel and with levels of intensity to suit the circumstances. -22- Throughout most of the hours of the day and in most interpersonal relations, the perception of the measure in which the emotion of the other is near that of oneself usually sensed intuitively. Decisions about the interpersonal distance are made according to the difference between the internal representation of the other and the internal representation of oneself at that moment. The assessment is done by parallel information processing procedures that are not based on verbal thought processes. These perceptual processes can usually be very successful in the task of deciphering the true emotional state of the other from his facial expression. Therefore, in daily life, when one is receiving non verbal communications of emotion from another the main dimension of discrimination among them correlates to the main basic emotions. This holds true - even though more difficult - when the other tries to conceal them by means of systematic distortions that stem from his culture and personality. Hirschberg, (1980) demonstrated the flexibility of the subjects in the use of different sets of dimensions of discrimination among facial expressions. Each time their task changed they concentrated on different variables and disregarded the irrelevant ones. When information about the other is less suitable for the above perceptual processes, one relies more on the abstract emotional scheme and consequently, the main dimensions of discrimination correlate to the three well known abstract dimensions of the connotative meaning. The main difference is not between the verbal communications and processes of perception (on one side) and information processing and the non verbal ones (on the other). The main difference is rather between information that fits or does not fit being analyzed by the perceptual components of the basic emotions. -23- More precisely - the difference is between what fits more and what fits less along a continuum. For instance, a suitable verbal communication like a poem or a sentimental story or a very important verbal communication, can be immediately relevant and available to the activity of the basic emotions. The opposite can occur with non verbal communications of information if it is not relevant enough to the basic emotions. This can be so when facial expressions are too obvious in content or too blurred. In the first case the perceiver acts with strongly learned habits which are heavily influenced by consciousness, in the second case only very generalized assessment can be made and abstract processes are more suitable. In daily life, the individual experiences a complex mixture of basic emotions. Usually, a certain mood continues for hours or even for longer periods with small variations. During the evolving hours, deviations of short duration occur many times. Those deviations can reach high intensities and are then called emotions. According to Ekman, et al. (1982) those emotions last up to ten seconds. Afterwards, the general mood of the time is regained. It seems that the subjective experience of emotions is a summons for attention. The strong and short emotions are emergency calls for attention. The more enduring moods are like notices on a signboard and are about what is on the agenda or what is important for longer durations of time. As moods are the sum of the subjective-experience-components of the basic emotions, the dimensions of discrimination among these daily moods must correlate with the activities of the basic emotions. In daily life, people usually assess the measure in which the emotions and moods of the others differ from theirs, according to non verbal communications, mainly facial expressions. Therefore, the main dimensions of discrimination among the emotions and the moods of the others correlate with the content of the main basic emotions and especially so when the discrimination is based solely on facial expressions. - 24- THE HYPOTHESES OF THIS STUDY The first hypothesis - Facial expressions: The hypothesis was that multidimensional analysis of subjects' assessments of the measure in which their ongoing mood of the time of judgment is different from that of facial photographs, will reveal dimensions the content of which will correlate with that of the main basic emotions i. e. Happiness, Surprise, Interest, Fear, Anger, Sadness, Disgust. The second hypothesis - about the words of emotion The hypothesis was that multidimensional analysis of subjects' assessments of the measure in which their ongoing mood at the time of judgment is different from the content of words with emotional content, will reveal dimensions the content of which will correlate with that of the three abstract dimensions of emotion i. e. Evaluation, Activity, Potency. The mapping sentence for this study, presented below is a kind of short summary of the theory, the hypotheses and the methods. It is based on Guttman's (1968) facet analysis approach. THE MAPPING SENTENCE Subject N assesses the measure in which item I which is a facial expression of the basic emotion: happiness and surprise and interest and fear and |highly so | |highly.| |highly.| |highly.| | down | | down | | down | | down | | to | | to | | to | | to | |negligible| |neglig.| |neglig.| |neglig.| anger and sadness and disgust; and item W which is a word of emotion with |highly.| |highly.| |highly.| | down | | down | | down | | to | | to | | to | |neglig.| |neglig.| |neglig.| TheÊrange the content of evaluation and activity and potency as being of |very high| |positive| |activity | |strength| | down | | to | | to | | to | | to | |negative| |passivity| |weakness| |very low | similarity to his own present feelings or mood. -25- THE METHODS The subjects The subjects were 202 resident students (101 female and 101 male) who were not studying in the department of psychology. All had been of good eye sight and were fluent in Hebrew - the language of the verbal materials. The materials 1) 105 photographs of facial expressions from three main sources: a) 48 unmanipulated mixtures of emotion - the entire set of items of the Szondi test (Szondi, 1947; Szondi et al., 1959). These mixed expressions cover a very wide spectrum (not intended by Szondi) as was found by Vargha (1979) and by Shalif (1980 - unpublished). b) 33 manipulated facial expressions of basic emotions taken from Izard (1971, 1977) and Ekman & Friesen (1975). For happiness, surprise, fear, anger, disgust and contempt (the last included for control purposes) - 4 items for each; for sadness, three items: for distress (a version of sadness?), interest and shame (the last included for control purposes) - two for each. c) 24 manipulated mixtures of basic emotions taken from Ekman & Friesen (1975). All the photographs were black and white and of the same size. The photographs were arranged in two parallel sets (of 105). In one of the sets, each photograph was mounted on a white card measuring 7 by 10 centimeters and all were attached to a Rolex revolving drum of telephone-number-cards. In the second set the photographs were mounted on plates, in groups of 7 to 12. The detailed list of the origin of each photograph and its place on the drum and the plates is in appendix number one. 2) 148 words in the Hebrew language, printed in alphabetic order in four columns of one page. To the left of each word was the following scale of six grades and five intermediate grades (the lines between the numbers): 1 | 2 | 3 | 4 | 5 | 6 . ----------------------- -26- The words were taken from various studies and were translated into Hebrew. The list consisted of: a) 96 words of indubitably emotional content to be analyzed by multidimensional scaling. b) 35 words naming dimensions and variables found in the publications of previous research as causes for systematic changes of item content to non emotional domains. c) 17 words of emotion that relate to the 96-word-list but differ in a systematic way (intensity or frequency), which were included for control purposes. THE PROCEDURE Contacting the subjects In the end-of-academic-year examinations period (1986-7), posters were put up at students' dormitories of two neighboring universities, inviting students to take part in a doctoral research. Anonymity, fees that double the minimum and explanations were assured. The examiner contacted students from several buildings and made efforts to include in the study a high percentage of each. (This and the content of the posters was arranged in order to minimize the effects of self selection.) Data collecting procedure Data was collected in the subjects' room (or an unoccupied room of a neighbor) at a table facing the wall or a window. This location was chosen for two main reasons: 1) to decrease the deviation of the emotional mood of the subjects from their mood of that day and hour; 2) to decrease the percentage of refusers - (see results). At the beginning of the session the subject was told that anonymity was assured and that explanations would be given at the end. Then the subject was asked which was his/her dominant hand - left-handers were sat to the left of the examiner and right-handers to his right. -27- The first task: First, the Rolex drum with the 105 photographs was taken out of its box (without any visible photograph). Then the subject was given a booklet of instructions opened at those for the first task. A page with 105 numbered scales like this:__1_|_2_|_3_|_4_|_5_|_6_ was given as well. At the top and at the bottom of the page, verbal labels of the six grades were written. Then, the examiner read aloud the following instructions for the first task while the subject followed them with his eyes: "Photographs of facial expressions (some of the same persons) will be presented. You are asked to mark - after a first (short) look - one of the grades of the scale according to the measure in which the feeling or the emotion expressed in the photograph is compatible with (i.e. near or like) what you are feeling now. The grades of the scale are: 1) completely incompatible - the least near to you; 2) incompatible; 3) incompatible a little more then compatible; 4) a little more compatible than not compatible; 5) compatible; 6) very compatible - the nearest. (When it is hard to decide which of two adjacent grades to mark - one can mark the partition between them as an intermediate grade.) However, each scale must be marked as skipping is not permitted." After the examiner finished reading the instructions, he added: "I want to emphasize that the use of grade 1 is only when (the photograph) is entirely not compatible - i.e. entirely contradicting what you are feeling." This point was added after subjects in pretests tended to give this grade to the majority of the artificial basic emotions of intense negative content. -28- The examiner then exposed the first photograph on the drum and at the same time asked if the instructions were understood. To subjects who delayed more than 30 seconds before marking the first item, the examiner repeated the second sentence of the instructions with emphasize on the words "after a first (short) look" This was repeated with the following items until the time for an item was less then 30 seconds. After the first item, the examiner asked if the content of the label of the marked grade was correct (i.e. if completely incompatible or incompatible or any of the others - whatever he chose, depict him correctly - to make sure that the subject used the grades correctly). The drum was revolved to change the exposed item while the subject marked the scale for the previous one. The second task: At the end of photograph 105 (after about 10 to 20 minutes), the drum and the page of the 105 scales were taken away and replaced by a page containing the 148 words with their scales. Then the examiner read the instruction for the second task which were nearly the same as those of the first task. The only difference was that here he referred to the 148 words. The third task: This task consisted of a Q-SORT procedure for the 105 photographs (materials - 1). In this task the subject was asked to order the items of each plate of items to prearranged grades. The grades were arranged around the median of each plate that was 3.5, the top score was 6, and the bottom was 1 (the same as in the previous tasks). In plates of 8 and 9 items there were two places for the grades 3 and 4, in the plate of 12 - two places for each grade. This procedure was followed in order to overcome subject's tendency to scale the majority of the items that are artificial expressions of negative emotions to the same lowest grade - materials: 1b, 1c. It was also intended to reconstruct the scaling procedure of Shalif, 1980 for 48 items of mixed and unmanipulated expression of materials: 1a. -29- The ordering - the scoring of the items on the plates was done by means of covering each item with white cards on each of which was printed a grade. They were given to all the subjects in a fixed order - 6, 1, 5, 2, 4, 3, (and 3.5 in plates with an odd number of items). On the card of grade 6 was written "very appropriate", on that of grade 1 was printed "very inappropriate". The fourth task: At the end of task three came task four that was nearly identical to the Shalif (1980) study. It consisted of ordering the 48 items of materials: 1a - the Szonti-test items, according to subject's liking and not according to appropriateness. (This use of the items is like that of the Szondi test and was included for control purposes.) After the fourth task, the subject was given the opportunity to ask about the study and to ventilate her/his feelings. Then the examiner asked about any unusual occurrences that were observed during the session. The computation of subjects' dimensional scores The interpretation of the content of dimensions which are the result of multidimensional scaling is usually very subjective and open to experimental bias. In factor analysis studies, the same problem is overcome - very seldom - when subject's factor-scores are related to other variables that are not included in the factor analysis. In this study one of the central groups of items is the 48 photographs of unmanipulated emotional expressions. As their basic emotional composition is not known, the direct interpretation of the dimensions and the directions of the mathematical solution by the aid of the 48 items is impossible. The interpretation of the directions and the dimensions of the multidimensional scaling of the 48 (materials: 1a) items and to a large extent even that of the 96 emotional words (materials 2a) is based on correlations between subject's dimensional scores and other variables (of verbal and non verbal content). -30- The computation of the dimensional scores for the 48 items of task one (and afterwards those of the 96 words of task two) was done thus: a) The output of the multidimensional analysis of the inter correlation matrix of the items (S.S.A.-I) of the 48 items (and later that of the 96 words) - the matrix of dimensional coordinates of the items - was linearly transformed so that the mean of the dimension coordinates of the items for each dimension is equal to "0". (Different versions of multidimensional scaling techniques give the coordinate of items on the dimensions in an unstandardized way with regard to where they put the origin of the space and the range of the coordinates. The most meaningful point of a multidimensional scaling model is the centroid of the mathematical solution. Therefore, the said linear transformation was applied.) b) The second step is the computation of each of the subjects' dimensional scores for each of the dimensions (for each item group by itself). The computation is like the multiplication of a line with a matrix . For each dimension, each subject score for an item is multiplied by the item coordinate for this dimension. The results of the multiplications are totalled and divided by the number of items. This result is the subject's score for that dimension. As a result of this calculation, a subject who gave all the items the same score, will have the dimension score of "0" for all the dimensions of this item group. The higher a subject's item scores are for items which are clearly in one direction of the multidimensional space of the mathematical solution, the more his dimensional scores lie in that direction. (The following two references are of similar applications of this approach: a) Takane et al., 1977 - based on INDSCAL; b) Shalif et al.,1981 - based on Guttman-Lingoes non metric program series, Lingoes, 1973.) -31- c) Afterwards the dimensional scores of the subjects for the multidimensional scaling of the 48 items of materials: 1a, and those of the 96 words of emotion of materials: 2a (that were computed as well), were related to each other (by computation of correlations) and to all other subjects' item scores and to any other score based on them. -32- RESULTS The subjects The subjects - 101 male and 101 female - were single, resident students of two near-by universities. About 90% of them were undergraduates, the others were students of preparatory classes or graduate students. About 20% of the subjects responded a poster-request for volunteers - the others were contacted by the examiner and were roommates or neighbors of the above 20%. Eighty (80%) of those approached by the examiner consented to take part in the study. As the examiner promised anonymity to the subjects, as the tasks and the data-collecting needed his full attention, and as the study is not about the variance among people - there was no systematic data collection except that of the item-scores. It is worth mentioning, however, that the subjects were from diverse faculties and departments. They differed in their backgrounds, involvement with the task and their moods, both before the session and during it. Some of the subjects enjoyed their tasks. Others responded with tension to different sections of the study. Some subjects had difficulty in choosing the scores for the items, others were very hasty. The median length of time per subject was about 45 minutes, the longest was one and a half hours and the shortest about 35 minutes. The majority of the subjects were more interested in the rationale of the study than in their fee. The items' scores As a result of missing answers, the number of scores per item varied between 199 and 202 (the number of subjects). During the free scaling procedure, the subjects rarely used the intermediate scores. They also preferred the lower scores for most of the items of artificial facial expressions of strong and negative emotions. One can see in Table 1 on the next page, the distribution of scores of the groups of items from the free scaling procedure. -33- Table No. 1: The distribution of scores of the groups of items from the free scaling procedure and the percentage of each score from the groups' total. ---------------------------------------------------------------------------- Items /Scores| 1 |1.5| 2 |2.5| 3 |3.5| 4 |4.5| 5 |5.5| 6 |Median -------------|-----|----|---|----|---|----|---|----|---|----|---|----|------ 1a - 48 Mixed|Freq.| 989| 35|2550|103|2440|140|2097| 73|1072| 18| 77| 3.02 expressions | % |10.2|0.4|26.3|1.1|25.2|1.4|21.6|0.8|11.1|0.2| 1.8| ** -------------|-----|----|---|----|---|----|---|----|---|----|---|----|------ 1b - 33 Basic|Freq.|1841| 80|1947| 68|1112| 96| 834| 45| 491| 12| 139| 2.27 emotions | % |27.6|1.2|29.2|1.0|16.7|1.4|12.5|0.7| 7.4|0.2| 2.1| ** -------------|-----|----|---|----|---|----|---|----|---|----|---|----------- 1c - 24 Mixed|Freq.|1195| 81|1553| 71| 914| 67| 621| 31| 260| 5| 50| 2.28 basic emotio.| % |24.6|1.7|32.0|1.4|18.9|1.4|12.8|0.6| 5.4|0.1| 1.0| ** -------------|-----|----|---|----|---|----|---|----|---|----|---|----|------ 2 - 148 Words|Freq.|4102|210|7007|298|5082|505|6046|427|4555|140|1440| 3.12 ( a + b + c )| % |13.8|0.7|23.5|1.0|17.0|1.7|20.3|1.4|15.3|0.5| 4.8| ** --------------------------------------------------------------------------- **100% For that row As the distributions of the scores of too many items is skewed, the non-parametric statistical procedures were preferred. The validity of items and the reliability of their scores As the procedure was very long, retesting of items was not done. As a substitution and "first approximation", the scores of the same items of the two procedures are the basis for the estimation of the lower boundary of the items' reliability. The 48 unmanipulated mixtures The range of Spearman correlation coefficients between the scores of the unmanipulated 48 emotional mixtures of materials: 1\a, from the two procedures, is between 0.59 (p<.001) and 0.15 (p<0.017, one tail). The median is 0.30 (p<0.001). For each of these 48 items, the highest correlations between it and the 33 basic emotions - materials: 1b - are all significant. 46 of them are of 0.001 two tail or more, one is of 0.003 and one of 0.015 (r=-017). One can deduce from the above findings that items of this group functioned in this study as a relatively reliable measure of the emotional feelings of the subjects. -34- The scores of the sub-groups of basic emotions The scores of the items of the 9 basic emotions were added to create subgroup scores. This was done for each of the two procedures and then the matrix of correlations for all the subgroup scores were computed and are demonstrated on the following table 2. Table No. 2: Matrix of correlations among the subgroups of basic emotions of each procedure and between two procedures. ----------------------------------------------------------------------------- Free scaling procedure | Q-Sort procedure ----------------------------------------------------------------------------- | H | S | I | F | A | D | S | C | S | H | S | I | F | A | D | S | C |S | A | U | N | E | N | I | A | O | H | A | U | N | E | N | I | A | O |H | P | R | T | A | G | S | D | N | A | P | R | T | A | G | S | D | N |A | P | P | E | R | E | G | N | T | M | P | P | E | R | E | G | N | T |M | I | R | R | | R | U | E | E | E | I | R | R | | R | U | E | E |E | N | I | E | | | S | S | M | | R | I | E | | | S | S | M | F| | E | S | S | | | T | S | P | | E | S | S | | | T | S | P | R| | SS| E | T | | | | | T | | SS| E | T | | | | | T | E|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|--- E|HAP ** 57 40 05 00 05 -13 21 -02|*63 40| 03 -14 -20 02 -50 -21 -36 |SUR 57 ** 50 46 39 42 25 38 13| 30 *44|-03 06 -07 05 -31 -36 -32 G|INT 40 50 ** 26 22 28 24 34 31| 13 17|*13 -07 -07 00 -14 -19 -13 S|FEA 05 46 26 ** 83 73 66 54 28|-10 03|-07 *30 15 -03 07 -24 -10 C|ANG 00 39 22 83 ** 73 70 57 31|-22 -01|-04 20 *21 01 08 -17 00 A|DIS 05 42 28 73 73 ** 67 54 33|-17 -10|-02 15 01 *21 07 -10 -04 L|SAD -13 25 24 66 70 67 ** 52 39|-38 -19|-12 25 09 -02 *37 -10 04 I|CON 21 38 34 54 57 54 52 ** 50|-09 -03|-07 -03 04 -02 -02*(07) 04 N|SHA -02 13 31 28 31 33 39 50 **|-29 -15|-14 -05 03 -07 24 09 *37 G|==================================| HAP| ** 37| 05 -19 -28 -12 -54 -26 -37 Q| SUR| 37 **| 13 00 -15 -19 -52 -36 -36 ** Correlation of 1.00 between a \| INT| 05 13| ** -13 -04 -10 -15 -11 -15 subgroup and itself S| FEA|-19 00|-13 ** 06 -16 08 -19 -25 O| ANG|-28 -15|-04 06 ** -11 -04 -03 03 * The correlation between the R| DIS|-12 -19|-10 -16 -11 ** -07 04 -13 subgroup's scores of the two T| SAD|-54 -52|-15 08 -04 -07 ** -03 28 procedures | CON|-26 -36|-11 -19 -03 04 -03 ** 30 | SHA|-37 -36|-15 -25 03 -13 28 30 ** ========================================= The correlations between the subgroups' two procedures are not homogeneous. One can see in Table two that the correlation of happiness (0.63) is the highest. It can also be seen that those of interest and contempt are very low. That of interest is barely significant (0.028 - one tail) and that of contempt - r=0.07 - is not significant at all. It seems that for many items and subgroups of artificial basic emotions the two procedures led the subjects to focus their attention on different aspects of the items. -35- Content validity of the 9 sub-groups of basic emotions The larger the inter-sub-group correlations and the smaller the correlations of the items (and the subgroup score) with other items or (subgroups), the more a subgroup score can be relied on when one interprets the content of dimensions of the multidimensional scaling. The majority of the correlations between subgroup scores of the free scaling of the first task - as one can see in Table 3 - are significant (30 out of 36 - p<0.003, two tail or more). The median correlation is +0.385, p<0.001. This phenomenon is mainly the result of subjects' general response set of tendency to denial to the items of the negative emotions: fear, anger, sadness, disgust; and their too willing acceptance of the three positive emotions (happiness, surprise, interest). Those sets of response are not symmetric as the inter-correlation of the three positive emotions is relatively lower (there is more discrimination among them). Another set - that of general trend of yes-saying or no-saying - is responsible for the positive correlations between the items and the sub-groups of positive and negative emotions. The inter-sub-group correlations of the Q-Sort procedure are much more differentiated. But even in this procedure where item scores are in competition, there are still positive correlations and with three of the items the level of significance is of p<0.001 . Only 15 of the 36 are negatives with significance of 0.05 or more. The three positive sub-groups Table 3 of the free-grading procedure and Table 4 of the Q-Sort one, show the matrices of correlations among the 10 items of the three positive basic emotions of the study. From those correlations one can see that the border between the contents of each subgroup is not sharply defined. Note the difference between the cohesiveness of the groups. -36- Table No. 3: The matrix of correlations among the 10 items of the sub- groups of happiness, surprise, interest from the free grading procedure ---------------------------------**-----------------------**----------- |Subgroup| Happiness || Surprise || Interest |--------|-----------------------||-----------------------||----------- |Item No.| 1 | 9 | 17 | 25 || 2 | 10 | 18 | 26 || 8 | 24 |--------|-----|-----|-----|-----||-----|-----|-----|-----||-----|----- | H | 1 | 1.0 | 0.64| 0.59| 0.56|| 0.51| 0.31| 0.36| 0.46|| 0.37| 0.17 | a |----|-----|-----|-----|-----||-----|-----|-----|-----||-----|----- | p | 9 | 0.64| 1.0 | 0.78| 0.78|| 0.42| 0.42| 0.40| 0.52|| 0.40| 0.19 | p |----|-----|-----|-----|-----||-----|-----|-----|-----||-----|----- | i | 17 | 0.59| 0.78| 1.0 | 0.80|| 0.35| 0.31| 0.41| 0.45|| 0.34| 0.18 | ne|----|-----|-----|-----|-----||-----|-----|-----|-----||-----|----- | ss| 25 | 0.56| 0.78| 0.80| 1.0 || 0.38| 0.37| 0.43| 0.60|| 0.31| 0.22 |========|=====|=====|=====|=====||=====|=====|=====|=====||=====|===== | S | 2 | *** | *** | *** | *** || 1.0 | 0.60| 0.68| 0.46|| 0.42| 0.15 | u |----|-----|-----|-----|-----||-----|-----|-----|-----||-----|----- | r | 10 | *** | *** | *** | *** || 0.60| 1.0 | 0.59| 0.49|| 0.34| 0.19 | p |----|-----|-----|-----|-----||-----|-----|-----|-----||-----|----- | r | 18 | *** | *** | *** | *** || 0.68| 0.59| 1.0 | 0.51|| 0.50| 0.30 | i |----|-----|-----|-----|-----||-----|-----|-----|-----||-----|----- | se| 26 | *** | *** | *** | *** || 0.46| 0.49| 0.51| 1.0 || 0.40| 0.25 |========|=====|=====|=====|=====||=====|=====|=====|=====||=====|===== |Int| 8 | *** | *** | *** | *** || *** | *** | *** | *** || 1.0 | 0.23 |ere|----|-----|-----|-----|-----||-----|-----|-----|-----||-----|----- |st | 24 | *** | *** | *** | *** || *** | *** | *** | *** || 0.23| 1.0 ======================================================================= Table No. 4: The matrix of correlations among the 10 items of the sub- groups of happiness, surprise, interest from the Q-SORT procedure ---------------------------------**-----------------------**----------- |Subgroup| Happiness || Surprise || Interest |--------|-----------------------||-----------------------||----------- |Item No.| 1 | 9 | 17 | 25 || 2 | 10 | 18 | 26 || 8 | 24 |--------|-----|-----|-----|-----||-----|-----|-----|-----||-----|----- | H | 1 | 1.0 | 0.47| 0.56| 0.49|| 0.35| 0.06| 0.16| 0.35|| 0.12|0.12 | a |----|-----|-----|-----|-----||-----|-----|-----|-----||-----|---- | p | 9 | 0.47| 1.0 | 0.64| 0.67|| 0.43| 0.13| 0.24| 0.31||-0.07|0.06 | p |----|-----|-----|-----|-----||-----|-----|-----|-----||-----|---- | i | 17 | 0.56| 0.64| 1.0 | 0.63|| 0.29| 0.01|-0.03| 0.33|| 0.07|0.09 | ne|----|-----|-----|-----|-----||-----|-----|-----|-----||-----|---- | ss| 25 | 0.49| 0.67| 0.63| 1.0 || 0.42| 0.15| 0.21| 0.26|| 0.07|-.01 |========|=====|=====|=====|=====||=====|=====|=====|=====||=====|==== | S | 2 | *** | *** | *** | *** || 1.0 | 0.19| 0.40| 0.42|| 0.28|0.01 | u |----|-----|-----|-----|-----||-----|-----|-----|-----||-----|---- | r | 10 | *** | *** | *** | *** || 0.19| 1.0 | 0.36| 0.20||-0.04|-.06 | p |----|-----|-----|-----|-----||-----|-----|-----|-----||-----|---- | r | 18 | *** | *** | *** | *** || 0.40| 0.36| 1.0 | 0.26|| 0.06|-.02 | i |----|-----|-----|-----|-----||-----|-----|-----|-----||-----|---- | se| 26 | *** | *** | *** | *** || 0.42| 0.20| 0.26| 1.0 || 0.31|-.04 |========|=====|=====|=====|=====||=====|=====|=====|=====||=====|==== |Int| 8 | *** | *** | *** | *** || *** | *** | *** | *** || 1.0 |-.07 |ere|----|-----|-----|-----|-----||-----|-----|-----|-----||-----|---- |st | 24 | *** | *** | *** | *** || *** | *** | *** | *** ||-0.07| 1.0 ======================================================================= -37- As can be seen in tables 3 and 4, there is more differentiation between those subgroups in the free scaling than in the Q-SORT - as in Tables no.8 and no.9 - which show the correlations between the subgroups and the dimensions of the scaling analysis. The validity of happiness The highest correlations (of the free grading - task 1) of items 1, 9, 17, are those that are between them; the next higher ones are with the four items of surprise and item 8 of interest; those of item 25 is like the others except its high correlation of 0.60 with item 26 of surprise. In the Q-SORT procedure the three highest correlations of the happiness items are those that are among themselves. It seems that this subgroup has a relatively high validity. The validity of surprise In task 1, the highest three correlations of items 10 and 18 are with items of surprise; for item 2 those three include a correlation with item 1 of happiness and only the fourth is with item 26 of surprise; in item 26 the two highest correlations are with items of happiness and only afterwards those of surprise. In the Q-Sort task the findings are nearly the same. These findings suggest that the validity of the surprise items is not very high. It seems that item 26 is a mixture of happiness and surprise - more happiness than surprise. It might be that all the items of this sub group are mixtures of surprise with the content of the items of the sub group of happiness. The validity of interest This subgroup consists of two items only - no. 8 and no. 24. In task 1 the eight highest correlations of item 8 are with the items of happiness and surprise (only then with item 24). For item 24 the highest six are with two items of surprise, and with items of shame, sadness, distress, and anger - one of each subgroup. Only the seventh is with item 8 of its sub group. In the Q-Sort procedure the correlation between item 8 and 24 is not significant (r=-0.07). It seems that the content validity of this subgroup is very small, if it exists at all. The content of item no. 24 seems to be the most deviant. -38- The validity of the Four negative basic emotions The basic list of this study consists of the above three positive emotions and the four negative ones - namely: fear, anger, disgust, and sadness. A strong tendency of the subjects to deny the negative emotions caused the concentration of the scores of the items of those four sub groups at the lower side of the grading-scale and relatively very high correlations among the 15 items of those subgroups. Therefore, the contribution of the data of the first task to the examination of the content validity of those subgroups, is small. Table 5 of the free grading (task 1) and Table 6 (of the Q-Sort) that follow, contain the matrices of correlations of the 15 items of those sub groups and the two items of distress (included for control). The majority of those items were graded by about 75% of the subjects with the lowest grade they chose to use (1 or 2). ***********Tables No. 5 and 6 about here******** The effect of "the-end-of-the-scale" of task 1 decreases to alarge extent the value of the data of this task - for those subgroups of artificial facial expressions of basic emotions. The validity of fear In the Q-Sort (table 6) the highest correlations of the items of fear are between themselves, except one which is with item 4 of anger which is apparently a mixture of fear and anger. Those findings indicate that this subgroup has good content validity. -39- Table No. 5: Matrix of correlations of the items of the subgroups fear, anger, disgust, sadness and distress - of the free gradings. -----------------------------**-------------------**-------------------- |Subgroup| Fear || Anger || Disgust | |--------|-------------------||-------------------||-------------------| |Item No.| 3 | 14 | 19 | 31 || 4 | 12 | 20 | 28 || 5 | 15 | 21 | 32 | |--------|----|----|----|----||----|----|----|----||----|----|----|----| | F | 3 |1.0 |0.53|0.59|0.61||0.75|0.53|0.53|0.54||0.54|0.44|0.54|0.44| | e |----|----|----|----|----||----|----|----|----||----|----|----|----| | a | 14 |0.53|1.0 |0.63|0.61||0.55|0.51|0.57|0.56||0.40|0.54|0.57|0.61| | r |----|----|----|----|----||----|----|----|----||----|----|----|----| | | 19 |0.59|0.63|1.0 |0.60||0.62|0.55|0.76|0.66||0.55|0.44|0.64|0.44| | |----|----|----|----|----||----|----|----|----||----|----|----|----| | | 31 |0.61|0.61|0.60|1.0 ||0.56|0.54|0.57|0.62||0.46|0.40|0.54|0.45| |========|====|====|====|====||====|====|====|====||====|====|====|====| | A | 4 | ** | ** | ** | ** ||1.0 |0.63|0.57|0.59||0.62|0.41|0.54|0.42| | n |----|----|----|----|----||----|----|----|----||----|----|----|----| | g | 12 | ** | ** | ** | ** ||0.63|1.0 |0.63|0.65||0.59|0.43|0.62|0.33| | e |----|----|----|----|----||----|----|----|----||----|----|----|----| | r | 20 | ** | ** | ** | ** ||0.57|0.63|1.0 |0.65||0.55|0.49|0.70|0.36| | |----|----|----|----|----||----|----|----|----||----|----|----|----| | | 28 | ** | ** | ** | ** ||0.59|0.65|0.65|1.0 ||0.48|0.41|0.59|0.41| |========|====|====|====|====||====|====|====|====||====|====|====|====| | D | 5 | ** | ** | ** | ** || ** | ** | ** | ** ||1.0 |0.39|0.62|0.32| | i |----|----|----|----|----||----|----|----|----||----|----|----|----| | s | 15 | ** | ** | ** | ** || ** | ** | ** | ** ||0.39|1.0 |0.53|0.35| | g |----|----|----|----|----||----|----|----|----||----|----|----|----| | u | 21 | ** | ** | ** | ** || ** | ** | ** | ** ||0.62|0.53|1.0 |0.59| | s |----|----|----|----|----||----|----|----|----||----|----|----|----| | t | 32 | ** | ** | ** | ** || ** | ** | ** | ** ||0.32|0.35|0.59|1.0 | |======================================================================= | S | 6 |0.40|0.42|0.48|0.44||0.44|0.35|0.45|0.43||0.48|0.26|0.42|0.37| | a |----|----|----|----|----||----|----|----|----||----|----|----|----| | d | 22 |0.50|0.46|0.55|0.42||0.59|0.54|0.58|0.48||0.50|0.40|0.53|0.46| | ne|----|----|----|----|----||----|----|----|----||----|----|----|----| | ss| 27 |0.33|0.38|0.46|0.38||0.42|0.33|0.42|0.46||0.36|0.30|0.38|0.37| |======================================================================= |dis| 11 |0.59|0.51|0.57|0.54||0.53|0.50|0.59|0.51||0.48|0.50|0.53|0.39| |tre|----|----|----|----|----||----|----|----|----||----|----|----|----| |ss | 30 |0.55|0.55|0.58|0.68||0.58|0.47|0.54|0.55||0.43|0.41|0.52|0.48| ======================================================================== ---------**--------------**---------* |Subgroup|| Sadness ||Distress | |--------||--------------||----|----| -------**------------- |Item No.|| 6 | 22 | 27 || 11 | 30 | |Subgroup|| Distress | |--------||----|----|----||----|----| |--------||----------| | S | 6 ||1.0 |0.57|0.49||0.53|0.48| |Item No.|| 11 | 30 | | a |----||----|----|----||----|----| |--------||-----|----| | d | 22 ||0.57|1.0 |0.41||0.52|0.56| |Dis| 11 || 1.0 |0.44| | ne| ---||----|----|----||----|----| |tre|----||-----|----| | ss| 27 ||0.49|0.41|1.0 ||0.35|0.51| |ss | 30 || 0.44|1.0 | ===================================== ====================== -40- Table No. 6: Matrix of correlations of the items of the subgroups fear, anger, disgust, sadness and distress - of the Q-Sort ratings. -----------------------------**-------------------**-------------------* |Subgroup| Fear || Anger || Disgust | |--------|-------------------||-------------------||-------------------| |Item No.| 3 | 14 | 19 | 31 || 4 | 12 | 20 | 28 || 5 | 15 | 21 | 32 | |--------|----|----|----|----||----|----|----|----||----|----|----|----| | F | 3 |1.0 |0.22|0.21|0.23||-.02|0.00|0.14|0.01||-.29|0.11|-.10|0.08| | e |----|----|----|----|----||----|----|----|----||----|----|----|----| | a | 14 |0.22|1.0 |0.17|0.22||0.31|-.01|0.16|-.01||-.14|-.11|-.06|0.00| | r |----|----|----|----|----||----|----|----|----||----|----|----|----| | | 19 |0.21|0.17|1.0 |0.24||0.13|0.10|-.21|0.10||-.09|-.05|-.19|0.09| | |----|----|----|----|----||----|----|----|----||----|----|----|----| | | 31 |0.23|0.22|0.24|1.0 ||0.11|0.11|0.02|-.11||-.02|0.03|0.03|-.04| |========|====|====|====|====||====|====|====|====||====|====|====|====| | A | 4 | ** | ** | ** | ** ||1.0 |0.10|0.24|0.19||-.31|-.10|-.05|-.02| | n |----|----|----|----|----||----|----|----|----||----|----|----|----| | g | 12 | ** | ** | ** | ** ||0.10|1.0 |0.14|0.28||0.28|-.09|0.24|-.03| | e |----|----|----|----|----||----|----|----|----||----|----|----|----| | r | 20 | ** | ** | ** | ** ||0.24|0.14|1.0 |0.18||-.02|-.15|-.20|-.06| | |----|----|----|----|----||----|----|----|----||----|----|----|----| | | 28 | ** | ** | ** | ** ||0.19|0.28|0.18|1.0 ||0.21|-.10|0.17|-.19| |========|====|====|====|====||====|====|====|====||====|====|====|====| | D | 5 | ** | ** | ** | ** || ** | ** | ** | ** ||1.0 |-.02|0.48|0.12| | i |----|----|----|----|----||----|----|----|----||----|----|----|----| | s | 15 | ** | ** | ** | ** || ** | ** | ** | ** ||-.02|1.0 |0.10|0.06| | g |----|----|----|----|----||----|----|----|----||----|----|----|----| | u | 21 | ** | ** | ** | ** || ** | ** | ** | ** ||0.48|0.10|1.0 |0.25| | s |----|----|----|----|----||----|----|----|----||----|----|----|----| | t | 32 | ** | ** | ** | ** || ** | ** | ** | ** ||0.12|0.06|0.25|1.0 | |======================================================================= | S | 6 |-.12|0.13|0.13|0.12||-.08|-.01|-.07|-.10||-.10|-.05|-.04|0.01| | a |----|----|----|----|----||----|----|----|----||----|----|----|----| | d | 22 |0.01|0.18|0.08|0.15||0.09|0.02|-.16|-.08||-.07|0.12|-.14|0.09| | ne|----|----|----|----|----||----|----|----|----||----|----|----|----| | ss| 27 |-.00|0.21|0.08|-.04||0.12|0.13|0.07|0.02||0.00|-.10|-.08|-.15| |======================================================================= |dis| 11 |0.07|-.12|0.20|0.13||0.08|-.05|0.06|0.16||0.01|-.03|0.00|0.05| |tre|----|----|----|----|----||----|----|----|----||----|----|----|----| |ss | 30 |0.11|0.27|0.15|0.12||0.19|0.24|0.15|-.01||-.01|-.06|0.08|-.28| ========================================================================= ---------**--------------**---------* |Subgroup|| Sadness ||Distress | |--------||--------------||----|----| -------**------------- |Item No.|| 6 | 22 | 27 || 11 | 30 | |Subgroup|| Distress | |--------||----|----|----||----|----| |--------||----------| | S | 6 ||1.0 |0.44|0.42||0.37|0.29| |Item No.|| 11 | 30 | | a |----||----|----|----||----|----| |--------||-----|----| | d | 22 ||0.44|1.0 |0.38||0.24|0.28| |Dis| 11 || 1.0 |0.16| | ne| ---||----|----|----||----|----| |tre|----||-----|----| | ss| 27 ||0.42|0.41|1.0 ||0.22|0.07| |ss | 30 || 0.16|1.0 | ===================================== ====================== -41- The validity of anger As seen in Table 6, item 28 is the most central to this subgroup; the correlation of item 20 with one item of fear is higher then its correlation with item 12 supposedly of this subgroup; the correlations of item 4 with items of fear are higher than with item 12 of its own group; item 12 has two high correlations with items of disgust that are higher than its correlation with item 4 and 20. It seems that item 20 and especially item 4 are mixtures of anger and fear. It is also indicated that item 12 is a mixture of anger and disgust, when disgust is the dominant part and item 20 is a mixture of anger (mainly) and disgust. The validity of disgust The correlations of the items of this subgroup show that item 21 is the most loaded with this emotion; item 5 is a little less loaded with it; item 32 has in it a mixture of fear and is somewhat marginal to this sub-group; item 15 functions as a mixture of various emotions to which the contribution of disgust is small. The correlations of this item with the artificial mixtures of emotions (1c of materials) of Q-Sort, reveal that only one out of seven mixtures containing disgust is significantly related to this item. Item 21 is in significant correlation with all those seven (and not with the other 17), item 5 is in correlation with six of those seven; item 32 is in a significant (positive) correlation with five of those seven - the three that contain surprise and the two that contain fear. It can be concluded from the above findings that the content validity of this subgroup is insufficient. The interpretation of the dimensions of the scaling analysis will have to be related on the items 5 and 21 of this subgroup and on item 12 (originally of the anger subgroup). The validity of sadness The three items of this subgroup are (mainly according to the Q-Sort) of a relatively homogeneous group. Those three are relatively highly correlated with item 14 (fear) and the two distress items. -42- The validity of the two distress items Izard (1971, 1977) presented items 11 and 27 as samples of the basic emotion distress. But item 27 is taken by him from Ekman & Friesen (1975) where it is presented as an item of the basic emotion sadness. According to them distress is, in the main, a mixture of sadness and fear and item 30 is their example for it. According to Table 5 and 6 it seems that the Ekman & Friesen version is more accurate than that of Izard and sadness is found to be nearer the concept of basic emotion than distress. In conclusion of the test of the validity of the four negative basic emotions: it seems that the validity of those subgroups is wanting (insufficient). However, the findings about the relevant 17 items are clear enough, and that is a sound enough base for the interpretation of dimensions content. It is not clear yet whether methodological problems of this study or those of Izard and Ekman & Friesen contributed the largest factor of deviations. The validity of the sub-groups contempt and shame Those two basic emotions (according to Izard, 1971, 1977) do not have enough support in research (according to Ekman et. al., 1982). They were included in the study for the purposes of control and comparison. The validity of contempt This subgroup is not highly cohesive. In the first task the highest correlation of item 7 is with item 14 - fear - r=0.31; for item 16 the highest is with fear no. 31 - r=0.38; for item 23 it is with anger no. 20 and with distress no. 30 - both have r=0.55; that of item 33 is with shame no.29 - r=0.37. Those correlations are higher than the inter-sub-group correlations which are demonstrated in the following Table 7. -43- Table No. 7: Matrix of correlation of the subgroups contempt and shame that were included for control and comparison purposes *----------------------------------------**------------------------------* |Procedure| Free grading (task one) || Q-Sort (task three) | -----------------------------------------||-------------------**---------| |Subgroup | Contempt || Shame || Contempt || Shame | |---------|-------------------||---------||-------------------||---------| |Item No. | 7 | 16 | 23 | 33 || 13 | 29 || 7 | 16 | 23 | 33 || 13 | 29 | |---------|----|----|----|----||----|----||----|----|----|----||----|----| | C | 7 |1.0 |0.18|0.20|0.22||0.30|0.26||1.0 |0.17|0.10|0.03||0.20|0.15| | o |-----|----|----|----|----||----|----||----|----|----|----||----|----| | n | 16 |0.18|1.0 |0.27|0.28||0.27|0.39||0.17|1.0 |0.12|0.01||0.11|0.28| | t |-----|----|----|----|----||----|----||----|----|----|----||----|----| | e | 23 |0.20|0.27|1.0 |0.24||0.18|0.24||0.10|0.12|1.0 |0.20||0.15|0.05| | m |-----|----|----|----|----||----|----||----|----|----|----||----|----| | pt| 33 |0.22|0.28|0.24|1.0 ||0.29|0.37||0.03|0.01|0.20|1.0 ||0.12|-.05| |=========|====|====|====|====||====|====||====|====|====|====||====|====| | S | 13 | ** | ** | ** | ** ||1.0 |0.39|| ** | ** | ** | ** ||1.0 |0.37| | ha|-----|----|----|----|----||----|----||----|----|----|----||----|----| | me| 29 | ** | ** | ** | ** ||0.39|1.0 || ** | ** | ** | ** ||0.37|1.0 | *========================================**==============================* In the Q-Sort task: items 7 and 16 (which are photographs of males) are significantly correlated as a cluster and both have their highest correlation with shame items; item 23 and item 33 are photographs of females and represent a cluster of their own. The significant correlations of item 7 with artificial mixtures (materials 1c) are with one of the three containing contempt (the other emotion of this mixture is anger) and with one item which is supposed to be neutral; item 16 is correlated with two of the three mixtures containing contempt, with three of the seven containing disgust and with three that contain anger; item 23 is correlated with one mixture of contempt, three out of seven of disgust; item 33 is correlated with the two "neutral" items, with one of happiness + sadness and one of happiness + contempt. It seems that the contempt subgroup has a weak common denominator, that the loadings of the items with it is not high, and that each of them is a mixture with out any obvious content. The validity of shame The two items of this subgroup act as a cohesive cluster in both procedures. The validity of the 24 artificial mixtures -44- The 24 items of materials: 1/c, suffered in the first task from the same set of response of the basic emotions - denial. Therefore, the examinations of the content validity of those items is mainly based on the Q-Sort task. The two neutral items 1 and 14 (included for control on Ekman & Friesen (1975) procedure of item creations show that they are not neutral. Item 1 is correlated to the four happiness items, with one surprise item, with one contempt item, with mixture 9 that includes in it happiness + surprise, with mixture 13 of surprise + questioning and with mixture 22 of happiness + contempt. Item 14 is positively correlated with both shame items (the higher r=0.43), with one item of contempt, and with one item of interest. It was also positively correlated with mixtures no. 5 and no. 19 - ambiguous content of a slight anger, determination seriousness; and no. 1 - neutral. Those correlations indicate that Ekman & Friesen's (1975) technique for creating artificial facial expression is not flawless. It seems that it cannot prevent the contribution of the models' mood and chronic facial expressions to the manipulated-artificial facial expression. The six items that include happiness are also inconsistent. Four are correlated to all four happiness items (the higher is r=0.60), but the other two have too low correlations with the happiness items. Those two are negatively correlated with many items of facial expression of emotion - the higher is r=-0.21 p<0.002 (two tail). The negative correlations of the above two indicate that the study includes more emotional contents than the intended 9 basic emotions. The four items that include surprise have 14 correlations with the four surprise items - only one is not significantly positive. -45- The six items that include anger are not of the same quality. Only one item is correlated with all four items of anger. Three are correlated with three items of anger and two are significantly correlated to none of them. The five items that include disgust are correlated to the two main items of disgust (no. 5 and no. 21). Four of them are correlated with item no. 12 of the anger subgroup which was found to be a mixture of disgust and anger. Only one of the five mixtures is correlated to disgust item no. 23 which is marginal to the disgust basic emotion. The four items that include sadness are not of the same quality. Two of them are correlated with the four sadness and the two distress items, one of the mixtures is correlated with three sadness items and one of distress mixture no. 24 has only one low correlation with them (r=0.13) which is with one of the distress items. The three items that include contempt have low correlations with the items of the basic emotion contempt. Only one mixture is correlated to three items of contempt. In conclusion to the examinations of the validity of items 1a, 1b, 1c The content validity of the artificial facial expressions of emotion was found wanting and not of the same quality for all basic emotion or mixtures of those. It seems that the reliance on these items is feasible but it must be done cautiously. The interpretation of the meaning of the dimensions and the directions of basic emotion in the multidimensional scaling space will have to be based on the convergence of various findings. The directions of the basic emotions in their multidimensional -scaling space The main hypothesis of the study, dealing with facial expressions of emotion claims that the content of the main dimensions of discrimination among emotions matches the content of the seven basic emotions that comprise the primary list of this study. -46- In order to examine this, the 48 items that are unmanipulated facial expressions - materials: 1a - were analyzed by multidimensional scaling. This was done by a version of the S.S.A.P.-I of the Guttman-Lingoes series (Lingoes, 1973) as adapted by Shalif, et. al. (1981). The basic procedure of this adaptation is based on the available version of the S.S.A.-I of the same source. When using it, one can include in the analysis up to 100 items, reach up to the ten-dimensional level and compute subjects` dimensional scores of a relatively unlimited number of subjects. The coefficients of alienations of the S.S.A.I analyses The result of the multidimensional analyses of the 48 items of material:1a is as follows: for two dimensions - the coefficient of alienation is 0.222; for three dimensions - 0.172; for four - 0.123; for five - 0.103; for six - 0.082; for seven - 0.075; for eight - 0.061; for nine - 0.058; for ten dimensions - 0.049. The size of the second dimension is about 70% of the first dimension; the tenth dimension is about 80% of the ninth and 40% of the first. Analysis of artificial data An analysis of artificial data was done in order to asses the relations between relative sizes of the dimensions and coefficients of alienations, and the relative weight of the basic variables of the domain. The simulation was done as follows: first - each of 48 "items" was assigned a point in multidimensional space using the Random procedure of the Pascal programing language; second - the matrix of distances was computed to the above configuration of points; third - the derived matrix was analyzed by the S.S.A.-I. Four variables were changed systematically: a) the number of dimensions of the initial configuration of the 48 "items"; b) the relative sizes of the dimensions; c) the size of a random factor added to the distances of the matrix of distances among the "items"; d) the number of dimensions of the S.S.A.-I analysis. -47- The simulation that was found the nearest to the real data of this study is one of a ten dimensional configuration. In it the relative size of the second dimension is 70% of the first one. Each of the following dimensions is 90% of the one before it. To each distance of the matrix of the distances among the "items" was added a random number whose size was between zero and a 25% of that distance. Table 8 contains the coefficients of alienations of the multidimensional analyses of the real data, the above simulation and the result of that simulation which does not contain in it the added random factor. Table No. 8: The coefficients of alienations of the S.S.A.-I analyses of real data and two simulations - I. with added random size to the matrix; II. - without it. ---------------------------------------------------------------------------| |Number of the | coefficients of alienations of the three versions | |dimensions of |----------------------------------------------------------| |the analysis |real data|I. with added random size|II. without added size| |---------------|----------------------------------------------------------| | 2 | 0.222 | 0.227 | 0.21 | | 3 | 0.172 | 0.16 | 0.11 | | 4 | 0.123 | 0.12 | 0.082 | | 5 | 0.103 | 0.09 | 0.041 | | 6 | 0.082 | 0.078 | | | 7 | 0.075 | 0.057 | | | 8 | 0.061 | | | | 9 | 0.058 | | | | 10 | 0.049 | 0.047 | 0.01 | ===========================================================================| It can be concluded that the relation between the change in coefficient of alienation and the value of added dimensions is not linear. It is clear that the coefficient of alienation is not a reliable measure in the determination of the number of dimensions of the studied domain or their relative weight. The subjects' dimensional scores for the ten dimensional analysis The subjects' dimensional scores were computed according to the procedure that appears in the chapter on methods, which can be summarized as follows: For each subject, the row of his 48 scores of the unmanipulated 48 facial expressions was multiplied by the matrix of the dimensional coordinates of the ten dimensional S.S.A.-I analysis of those 48 items. (In that matrix there are 48 rows and 10 columns.) The result of this multiplication - for each subject - is a row of 10 scores - one score for each dimension. -48- The matrix of correlation of the ten dimensional scores Among the 45 (non redundant) correlations of that matrix, none is significant. (The highest, is of r=-0.1167, p<0.9, two-tail.) This result indicates that the contents represented by the dimensions of the mathematical analysis - the dimensions of discrimination between the emotions of daily life are relatively independent. The correlations between the 48 items and the ten dimensional scores These correlations can determine the measure in which each dimension represents a variable that is common to many items or a content that is unique to one or two items. They may help to identify items that are not of the same domain of that the majority of the items are. Results show that the significance (two-tail) of 30 of the 48 correlations with the first dimension is p<.002 (.002.02; for the second dimension only one reaches the significance of p<.02; for the third - one is high and 4 are low; for the fourth there are only 4 of the lower significance; for the fifth only a low one; for the sixth, seventh, eighth and ninth dimensions there is no correlation of p<.02; the tenth dimension has three correlations with significance of p<.02 each. As a whole, 32 of the 330 correlations are of p<.02 (when by chance less then 7 are expected); 12 of these are of p<.002 (less than one is expected by chance). -50- From the above correlations it can be concluded that the Q-Sort procedure is not a simple retest of the first task. It can also be concluded that the ten dimensions include in them contents that are not covered by the 7 basic emotions of the main list of this study or by the additional contempt, shame and distress items. The correlations between the dimensions and the 24 artificial mixtures of basic emotion The correlations between those items (materials: 1c) and the ten dimensions are very similar to those of the 33 items of basic emotions. For the free gradings 36 are of p<.02 and 21 of them are of the p<.002 level. For the Q-Sort - 20 are of p<.02 and 8 of them are of the p<.002 level. These mixtures were originally intended to be of a narrower spectrum of emotions than the 33 items of the basic emotions (materials: 1b). However the distribution of their correlations with the ten dimensions are very similar to that of the 33 items of 1/b. The correlations between the 10 dimensions and the 148 words 126 of the words of materials: 2 (the second task) are correlated to the subjects' scores for the ten dimensions of the unmanipulated facial expressions of emotion (mixed expressions of daily life) - p<.02, two-tail (only 3 are expected by chance). These correlations are divided unevenly) among each of the ten dimensions. 89 words are significantly correlated to the first dimension - p<.02, two-tail (65 of them are of p<.002). For the second dimension 23 are of p<.02 and 27 are of p<.002). For the third there are 10 of the p<.02; for the fourth 10 of p<.02 and one of p<.002; for the fifth 14 of p<.02 and 4 of p<.002; for the sixth - 4 of p<.02; for the seventh - 3 of p<0.2 (as is expected by chance alone); for the eighth 4 are of p<0.02 and one of p<.002; for the ninth, 6 are of p<.02 and one of p<.002; for the tenth dimension there are only 4 correlations of p<.02 (two-tail). -51- Those correlations seem to stress three main points: first, the words as used in this study are very significantly related to the concrete emotional contents of daily life; secondly, the concrete emotional contents of the words are mainly related to the first five of the concrete emotional dimensions; thirdly, the difference between the distribution of the correlations of the words and the distribution of those of the artificial basic emotions and mixtures of them, indicates that the two kinds of items (or at least the two kinds of sampling of this study) sample the emotional domain in different ways. The narrower dispersal of the words is more noteworthy as the words were intended to be of an unrestricted wide spectrum while the above artificial-facial-expressions' items were of a restricted list of contents. The correlations between the dimension scores and those of the 9 subgroups of basic emotions The correlations between the subgroup scores and the dimension scores are the basic means for interpreting the relations between the basic emotion brain structures and the dimensions of discrimination among the emotions of daily life. Though the content validity of the items and the subgroups was found to be wanting, they are generally a sound enough base for the interpretation of the contents of the dimensions and for the examination of the hypothesis of this study. In the following Tables 9 and 10, there appear the correlations between the dimensions of the mathematical solution of the S.S.A.-I analysis of the 48 unmanipulated facial expressions of emotions (materials: 1a of the first task of free grading) and the subgroup scores of the basic emotions (materials: 1b). Table 9 is for the free-grading (task 1) of the items of the 9 subgroups and Table 10 is for the Q-Sort procedure of those items. -52- Table No. 9: The correlations between the 9 subgroups of basic emotions of the free grading (task 1) and the dimensions of the S.S.A.-I analysis of the 48 unmanipulated facial expressions of mixed emotions (of task 1) ------------------------------------------------------------------------ |Dimension| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | |Emotion\ | | | | | | | | | | | |---------|-----|-----|-----|-----|-----|-----|-----|-----|-----|------| |Happiness|0.63!|0.13 |-.05 |0.10 |0.07 |-.07 |0.16+|0.03 |0.12 |-.03 | |---------|-----|-----|-----|-----|-----|-----|-----|-----|-----|------| |Surprise |0.25!|0.09 |-.11 |0.06 |0.17*|-.03 |0.06 |-.16+|-.02 |0.02 | |---------|-----|-----|-----|-----|-----|-----|-----|-----|-----|------| |Interest |0.16*|0.24!|-.07 |0.01 |0.14+|-.02 |0.02 |0.07 |0.07 |0.04 | |---------|-----|-----|-----|-----|-----|-----|-----|-----|-----|------| |Fear |-.22!|-.05 |-.30!|0.03 |0.11 |-.00 |0.10 |-.08 |-.16+|-.05 | |---------|-----|-----|-----|-----|-----|-----|-----|-----|-----|------| |Anger |-.27!|-.01 |-.25!|0.13 |0.11 |-.03 |0.01 |-.11 |-.16*|-.04 | |---------|-----|-----|-----|-----|-----|-----|-----|-----|-----|------| |Disgust |-.14+|-.00 |-.29!|0.04 |0.12 |0.06 |0.05 |-.07 |-.15+|-.02 | |---------|-----|-----|-----|-----|-----|-----|-----|-----|-----|------| |Sadness |-.35!|-.02 |-.24!|-.01 |0.13 |0.11 |-.01 |-.06 |-.13 |-.07 | |---------|-----|-----|-----|-----|-----|-----|-----|-----|-----|------| |Contempt |-.16+|0.22!|-.12 |-.00 |0.07 |-.03 |-.00 |-.06 |-.06 |-.10 | |---------|-----|-----|-----|-----|-----|-----|-----|-----|-----|------| |Shame |-.27!|0.25!|0.02 |-.12 |0.04 |0.03 |-.15+|0.04 |-.05 |0.01 | |======================================================================* + .02 ninth dimension sadness - r=-0.13 d*s n*| e* | s* | s* | sadness - r=-0.42 | dimension. A two dimensional projection of that cube - the projection of the first dimension against the ninth dimension is shown in the above Plate. In it, the equivalent bipolar vector is the sum of the two one-dimensional bi-polar vectors which represent the subgroups' contradictory correlations with these two dimensions. The directions of the subgroups which are delineated below are according to the pattern of the correlations of Tables 9 and 10 (with the help of the correlations of the items themselves when needed). -56- The directions of the happiness is mainly along the first dimension (which is mainly the happiness-sadness dimension) and to a lesser extent with the seventh and the ninth. The directions of surprise is along the first, the fifth (which is mainly the surprise dimension) and the eighth dimensions and it looses its uniqueness in the Q-Sort task. The directions of interest - which seems to be of very low content validity - is along the second dimension (the only dimension with which both groups' items are correlated - and only in task 1). The high significance correlation of this subgroup-score of the Q-Sort, with the tenth dimension is due to item 24 which seems to be loaded with the content of disgust. The directions of fear is most prominent on the third dimension (the fear dimension) and with a lesser measure along the first dimension (opposite that of happiness) and the fourth dimension (opposite that of anger - as is often found in other studies). The directions of anger is along the first dimension (opposite to happine