An investigation of how gender shapes the appearance and judgment of apologetic faces

Do people have mental representations of what apologetic faces look like? Do representations differ by gender? We used reverse correlation to (a) generate images that approximate mental representations of apologetic faces, (b) determine whether these images are rated highly on apology-related characteristics, and (c) see if ratings differ by gender of the image generator, target face, and/or image rater. Faces generated from male and female base faces to look apologetic were rated as more apologetic, remorseful, and sad than the base face, demonstrating these mental representations can be approximated using reverse correlation. Findings suggest visually represented apologies express multiple apology-related characteristics. Study 2 revealed the visual templates of faces generated by the gender ingroup appeared more apologetic than those of the gender outgroup; women-generated female faces were most apologetic, and men-generated female faces were least apologetic. Findings highlight gender differences in mental representation, but not perception, of female apologetic faces.

Authors

Institutions

Publication Details

Journal
Group Processes & Intergroup Relations
Published
2025-03-22
DOI
https://doi.org/10.1177/13684302251322754
Primary Topic
Emotions and Moral Behavior
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

An investigation of how gender shapes the appearance and judgment of apologetic faces

Meghan George, Jennifer R. Steele, Joshua R. Guilfoyle, C. Ward Struthers
Group Processes & Intergroup Relations
Emotions and Moral Behavior
article

An investigation of how gender shapes the appearance and judgment of apologetic faces

Meghan George, Jennifer R. Steele, Joshua R. Guilfoyle, C. Ward Struthers
article en

Abstract

Do people have mental representations of what apologetic faces look like? Do representations differ by gender? We used reverse correlation to (a) generate images that approximate mental representations of apologetic faces, (b) determine whether these images are rated highly on apology-related characteristics, and (c) see if ratings differ by gender of the image generator, target face, and/or image rater. Faces generated from male and female base faces to look apologetic were rated as more apologetic, remorseful, and sad than the base face, demonstrating these mental representations can be approximated using reverse correlation. Findings suggest visually represented apologies express multiple apology-related characteristics. Study 2 revealed the visual templates of faces generated by the gender ingroup appeared more apologetic than those of the gender outgroup; women-generated female faces were most apologetic, and men-generated female faces were least apologetic. Findings highlight gender differences in mental representation, but not perception, of female apologetic faces.

Group Processes & Intergroup RelationsVol. 28(6)
York University (CA)
Social Sciences and Humanities Research Council of Canada
Gender equality
Openalex Percentile: Top 94%
Emotions and Moral Behavior
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

An investigation of how gender shapes the appearance and judgment of apologetic faces — Meghan George, Jennifer R. Steele, et al. · Group Processes & Intergroup Relations (2025) | TGRS Research Map | TGRS