“…EmoMap was validated by illustrating that individuals high in alexithymic traits, who by definition have difficulties differentiating their own emotions 31 , tended to have emotional landscape maps with a less modular, more overlapping structure, whereas those low in alexithymic traits had modular emotional landscapes. That is, linear mixed effects models predicting mean distance between clusters and mean distance within clusters with TAS score, AQ score, and non-verbal reasoning ability (clinically relevant demographic variables known to be associated with the experience and perception of emotion; e.g., [22][23][24][25][26][27][28], and with subject number as a random intercept revealed alexithymic traits as a significant negative predictor of distance between emotion clusters [F(1,267) = − 5.92, p < 0.05] and distance within emotion clusters [F(1,267) = − 6.16, p < 0.05]. In general, greater overlap was seen between anger and sadness [mean distance (SEM) = 14.39 (0.21)], than happiness and anger [mean distance (SEM) = 20.79 (0.29)], and happiness and sadness [mean distance (SEM) = 20.70 (0.29)] in participants' internal emotional landscapes (see Supplementary Information A for a full discussion).…”