“…Next, to compare the distances between emotion representations across participant groups, we constructed a linear mixed effects model with distance as the dependent variable, emotion pair (angry-happy, angry-sad, happy-sad), group (autistic, non-autistic), the interaction between emotion pair and group [independent variables], age, sex, non-verbal reasoning, and alexithymia [control variables] as predictors, and subject number as a random intercept. In line with the results from our previous study 30 , this analysis found that there was a significant main effect of emotion [F(2,176) = 74.31 p < 0.001]: the distance between angry and sad emotion representations was largest [mean(SEM) = 2.25(0.11)], followed by the distances between angry and happy [mean(SEM) = 1.21(0.09)] and happy and sad [mean(SEM) = 1.14(0.07)] representations. There was no main effect of group [ p = 0.117], nor an interaction between emotion pair and group [ p = 0.317], suggesting that autistic and non-autistic individuals do not significantly differ in the differentiation of visual emotion representations.…”