Abstract
How similar are the meanings of facial expressions of emotion and the emotion terms frequently used to label them? In three studies, subjects made similarity judgments and emotion self-report ratings in response to six emotion categories represented in Ekman and Friesen's Pictures of Facial Affect, and their associated labels. Results were analyzed with respect to the constituent facial movements using the Facial Action Coding System, and using consensus analysis, multidimensional scaling, and inferential statistics. Shared interpretation of meaning was found between individuals and the group, with congruence between the meaning in facial expressions, labeling using basic emotion terms, and subjects' reported emotional responses. The data suggest that (1) the general labels used by Ekman and Friesen are appropriate but may not be optimal, (2) certain facial movements contribute more to the perception of emotion than do others, and (3) perception of emotion may be categorical rather than dimensional.
Similar content being viewed by others
References
Abelson, R., & Sermat, V. (1962). Multidimensional scaling of facial expressions.Journal of Experimental Psychology, 63, 546–554.
Alvarado, N. (1993).The labeling of emotion. Doctoral dissertation, University of California, Irvine. (University Microfilms No. 9323902).
Alvarado, N., & Jameson, K. (1996). New findings on the contempt expression.Cognition and Emotion, 10, 379–407.
Batchelder, W. & Romney, A. (1988). Test theory without an answer key.Psychometrika, 53, 71–92.
Batchelder, W., & Romney, A. (1989). New results in test theory without an answer key. In E. Roskam (Ed.),Mathematical psychology in progress (pp. 229–248). Heidelberg: Springer Verlag.
Borgatti, S. (1990).Provisional documentation: Anthropac 3.0. Unpublished manuscript.
Borgatti, S. (1993).Anthropac 4.0. Columbia, SC: Analytic Technologies Inc.
Ekman, P. (1993). Facial expression and emotion.American Psychologist, 48, 384–392.
Ekman, P. (1994). Strong evidence for universals in facial expressions: A reply to Russell's mistaken critique.Psychological Bulletin, 115, 268–287.
Ekman, P., & Friesen, W. (1975).Unmasking the face. Palo Alto, CA: Consulting Psychologists Press.
Ekman, P., & Friesen, W. (1976). Measuring facial movement.Environmental Psychology and Nonverbal Behavior, 1, 56–75.
Ekman, P., & Friesen, W. (1978a).Pictures of facial affect. Palo Alto, CA: Consulting Psychologists Press.
Ekman, P., & Friesen, W. (1978b).Facial Action Coding System manual. Palo Alto, CA: Consulting Psychologists Press.
Etcoff, N., & Magee, J. (1992). Categorical perception of facial expressions.Cognition, 44, 227–240.
Fridlund, A. (1994).Human facial expression: An evolutionary view. San Diego, CA: Academic Press.
Levy, R. (1984). Emotion, knowing, and culture. In R. Shweder & R. LeVine (Eds.),Culture theory: Essays on mind, self, and emotion (pp. 214–237). New York: Cambridge University Press.
Nosofsky, R. (1986). Attention, similarity, and the identification-categorization relationship.Journal of Experimental Psychology: General, 115, 39–57.
Nummenmaa, T. (1964). The language of the face.Jyvaskyla studies in education, psychology, and social research (Vol.9). Jyvaskyla, Finland: Jyvaskylan Yliopistoyhdistys.
Ortony, A., & Turner, T. (1990). What's basic about basic emotions?Psychological Review, 97, 315–331.
Osgood, C. (1966). Dimensionality of the semantic space for communication via facial expressions.Scandinavian Journal of Psychology, 7, 1–30.
Roberts, J., & Wedell, D. (1994). Context effects on similarity judgments of multidimensional stimuli: Inferring the structure of the emotion space.Journal of Experimental Social Psychology, 30, 1–38.
Russell, J. A. (1980). A circumplex model of affect.Journal of Personality and Social Psychology, 39, 1161–1178.
Russell, J. A. (1994). Is there universal recognition of emotion from facial expression? A review of cross-cultural studies.Psychological Bulletin, 115, 102–141.
Russell, J., Lewicka, M., & Niit, T. (1989). A cross-cultural study of a circumplex model of affect.Journal of Personality and Social Psychology, 57, 848–856.
Schlosberg, H. (1954). Three dimensions of emotion.Psychological Review, 61, 81–88.
Shepard, R., & Chipman, S. (1970). Second-order isomorphism of internal representations: Shapes of states.Cognitive Psychology, 1, 1–17.
Shepard, R., & Cooper, L. (1992). Representation of colors in the blind, color-blind, and normally sighted.Psychological Science, 3, 97–104.
Turner, T., & Ortony, A. (1992). Basic emotions: Can conflicting criteria converge?Psychological Review, 99, 566–571.
Author information
Authors and Affiliations
Additional information
Preparation of this article was supported in part by National Institute of Mental Health grant MH18931 to Paul Ekman and Robert Levenson for the NIMH Postdoctoral Training Program in Emotion Research. Portions of this work were completed as part of a doctoral dissertation (see references).
I gratefully acknowledge the assistance of Louis Narens, William H. Batchelder, Virginia Lee, and Paul Ekman in the completion of this work. I also thank William Irwin for his help with FACS coding, and Shirley Wang and the other UC Irvine Semiotics Laboratory research assistants for their help with data collection. Jerome Kagan, Nancy Etcoff, Kimberly Jameson, and several anonymous reviewers provided helpful comments on earlier versions of this manuscript.
Rights and permissions
About this article
Cite this article
Alvarado, N. Congruence of meaning between facial expressions of emotion and selected emotion terms. Motiv Emot 20, 33–61 (1996). https://doi.org/10.1007/BF02251006
Issue Date:
DOI: https://doi.org/10.1007/BF02251006