Caltech researchers had more than 3,000 people arrange faces by personality similarity, with no trait words or rating scales, and still found five dimensions of first impressions: approachability, warmth, competence, morality and youthfulness. Those dimensions matched historical word-rating data well, though the second experiment also showed prominent effects of racial stereotypes.

— via Phys.org