Social inferences from faces: Ambient images generate a three-dimensional model

Three experiments are presented that investigate the two-dimensional valence/trustworthiness by dominance model of social inferences from faces (Oosterhof & Todorov, 2008). Experiment 1 used image averaging and morphing techniques to demonstrate that consistent facial cues subserve a range of social inferences, even in a highly variable sample of 1000 ambient images (images that are intended to be representative of those encountered in everyday life, see Jenkins, White, Van Montfort, & Burton, 2011). Experiment 2 then tested Oosterhof and Todorov's two-dimensional model on this extensive sample of face images. The original two dimensions were replicated and a novel 'youthful-attractiveness' factor also emerged. Experiment 3 successfully cross-validated the three-dimensional model using face averages directly constructed from the factor scores. These findings highlight the utility of the original trustworthiness and dominance dimensions, but also underscore the need to utilise varied face stimuli: with a more realistically diverse set of face images, social inferences from faces show a more elaborate underlying structure than hitherto suggested.

[1]  Multiple meanings of behavior: Construing actions in terms of competence or morality. , 1994 .

[2]  J. Haxby,et al.  The distributed human neural system for face perception , 2000, Trends in Cognitive Sciences.

[3]  Alexander Todorov,et al.  Data-driven methods for modeling social perception , 2011 .

[4]  E. Thoma Interpersonal Diagnosis of Personality , 1965 .

[5]  Joann M. Montepare,et al.  Impressions of Babyfaced Individuals Across the Life Span , 1992 .

[6]  D. Buss,et al.  Sexual strategies theory: an evolutionary perspective on human mating. , 1993, Psychological review.

[7]  Phil Wood Confirmatory Factor Analysis for Applied Research , 2008 .

[8]  A. Young,et al.  Inferring social attributes from different face regions: Evidence for holistic processing , 2011, Quarterly journal of experimental psychology.

[9]  Reginald B. Adams,et al.  Facial appearance, gender, and emotion expression. , 2004, Emotion.

[10]  Alexander Todorov,et al.  Reverse Correlating Social Face Perception , 2012 .

[11]  John Antonakis,et al.  Predicting Elections: Child's Play! , 2009, Science.

[12]  B. Fink,et al.  Male facial appearance signals physical strength to women , 2007, American journal of human biology : the official journal of the Human Biology Council.

[13]  D. Perrett,et al.  Partner characteristics associated with masculinity, health and maturity in male faces , 2007 .

[14]  B. Byrne Structural equation modeling with EQS : basic concepts, applications, and programming , 2000 .

[15]  G. Rhodes The evolutionary psychology of facial beauty. , 2006, Annual review of psychology.

[16]  Steve DiPaola,et al.  Facial actions as visual cues for personality , 2006, Comput. Animat. Virtual Worlds.

[17]  Rick H. Hoyle,et al.  Confirmatory Factor Analysis , 1983 .

[18]  Alexander Todorov,et al.  Modeling Social Perception of Faces , 2011 .

[19]  Andrew W Young,et al.  Effects of Inversion and Negation on Social Inferences from Faces , 2008, Perception.

[20]  Leslie A. Zebrowitz,et al.  Sensitivity to “Bad Genes” and the Anomalous Face Overgeneralization Effect: Cue Validity, Cue Utilization, and Accuracy in Judging Intelligence and Health , 2004 .

[21]  Matthew Turk,et al.  A Morphable Model For The Synthesis Of 3D Faces , 1999, SIGGRAPH.

[22]  Duane T. Wegener,et al.  Evaluating the use of exploratory factor analysis in psychological research. , 1999 .

[23]  A. Eagly,et al.  What is beautiful is good, but…: A meta-analytic review of research on the physical attractiveness stereotype. , 1991 .

[24]  A. Burton,et al.  Mental representations of familiar faces. , 2011, British journal of psychology.

[25]  G. Fletcher,et al.  Ideals, perceptions, and evaluations in early relationship development. , 2000, Journal of personality and social psychology.

[26]  Johannes Hönekopp,et al.  Once more: is beauty in the eye of the beholder? Relative contributions of private and shared taste to judgments of facial attractiveness. , 2006, Journal of experimental psychology. Human perception and performance.

[27]  Helmut Leder,et al.  The glasses stereotype revisited: Effects of eyeglasses on perception, recognition, and impression of faces. , 2011 .

[28]  Denny Borsboom,et al.  The attack of the psychometricians , 2006, Psychometrika.

[29]  Thomas Vetter,et al.  Portraits made to measure: manipulating social judgments about individuals with a statistical face model. , 2009, Journal of vision.

[30]  L. DeBruine,et al.  Trustworthy but not lust-worthy: context-specific effects of facial resemblance , 2005, Proceedings of the Royal Society B: Biological Sciences.

[31]  W. Velicer Determining the number of components from the matrix of partial correlations , 1976 .

[32]  Randy Thornhill,et al.  Facial attractiveness , 1999, Trends in Cognitive Sciences.

[33]  G. Thornton The effect of wearing glasses upon judgments of personality traits of persons seen briefly. , 1944 .

[34]  B P O'Connor,et al.  SPSS and SAS programs for determining the number of components using parallel analysis and Velicer’s MAP test , 2000, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

[35]  Alexander Todorov,et al.  Modeling Social Perception of Faces [Social Sciences] , 2011, IEEE Signal Processing Magazine.

[36]  Jacob M. Vigil,et al.  A socio-relational framework of sex differences in the expression of emotion , 2009, Behavioral and Brain Sciences.

[37]  Bernard Tiddeman,et al.  Prototyping and Transforming Facial Textures for Perception Research , 2001, IEEE Computer Graphics and Applications.

[38]  K. Grammer,et al.  Human (Homo sapiens) facial attractiveness in relation to skin texture and color. , 2001, Journal of comparative psychology.

[39]  J. S. Wiggins,et al.  A psychological taxonomy of trait-descriptive terms: The interpersonal domain. , 1979 .

[40]  A. Todorov Evaluating Faces on Trustworthiness , 2008, Annals of the New York Academy of Sciences.

[41]  J. Horn A rationale and test for the number of factors in factor analysis , 1965, Psychometrika.

[42]  Mark H. Johnson,et al.  Oxford Handbook of Face Perception , 2011 .

[43]  Jean-Marc Fellous,et al.  Facial resemblance to emotions: group differences, impression effects, and race stereotypes. , 2010, Journal of personality and social psychology.

[44]  Alexander Todorov,et al.  The amygdala and FFA track both social and non-social face dimensions , 2010, Neuropsychologia.

[45]  E. Pennisi Kernel of Truth , 2008, Science.

[46]  Christopher D. Watkins,et al.  Individual differences in dominance perception: Dominant men are less sensitive to facial cues of male dominance , 2010 .

[47]  E. Berscheid,et al.  What is beautiful is good. , 1972, Journal of personality and social psychology.

[48]  Amy J. C. Cuddy,et al.  Warmth and Competence As Universal Dimensions of Social Perception: The Stereotype Content Model and the BIAS Map , 2008 .

[49]  Natalie C. Ebner,et al.  Age of face matters: Age-group differences in ratings of young and old faces , 2008, Behavior research methods.

[50]  Paul Kline,et al.  An easy guide to factor analysis , 1993 .

[51]  A. Little,et al.  Facial attractiveness: evolutionary based research , 2011, Philosophical Transactions of the Royal Society B: Biological Sciences.

[52]  A. Todorov,et al.  The functional basis of face evaluation , 2008, Proceedings of the National Academy of Sciences.

[53]  A. Burton,et al.  Variability in photos of the same face , 2011, Cognition.

[54]  Arnold W. M. Smeulders,et al.  Brain responses strongly correlate with Weibull image statistics when processing natural images. , 2009, Journal of vision.

[55]  G. Fletcher,et al.  Ideals in intimate relationships. , 1999, Journal of personality and social psychology.

[56]  J. M. Kittross The measurement of meaning , 1959 .

[57]  Ran R. Hassin,et al.  Facing faces: studies on the cognitive aspects of physiognomy. , 2000, Journal of personality and social psychology.

[58]  A. Todorov,et al.  Inferences of Competence from Faces Predict Election Outcomes , 2005, Science.

[59]  Annette Kluge,et al.  Stereotypical Inferences as Mediators of Age Discrimination: The Role of Competence and Warmth , 2011 .

[60]  Shannon Stock,et al.  Cosmetics as a Feature of the Extended Human Phenotype: Modulation of the Perception of Biologically Important Facial Signals , 2011, PloS one.

[61]  Andrew W. Young,et al.  Exploring the perception of social characteristics in faces using the isolation effect , 2005 .

[62]  D. Perrett,et al.  Personality judgments from natural and composite facial images: More evidence for a "kernel of truth" in social perception , 2006 .

[63]  M. Biernat,et al.  Shifting standards and stereotype-based judgments. , 1994, Journal of personality and social psychology.

[64]  Nicu Sebe,et al.  Structural resemblance to emotional expressions predicts evaluation of emotionally neutral faces. , 2009, Emotion.

[65]  K. Hugenberg,et al.  Social Categorization Influences Face Perception and Face Memory , 2011 .

[66]  S. Itakura,et al.  Similarities and Differences in Chinese and Caucasian Adults' Use of Facial Cues for Trustworthiness Judgments , 2012, PloS one.