Comment by beasthacker

I sanity-checked it with two headshots of the same third party and it swung ~2.5 points, so it seems to capture state (lighting/angle/expression) more than trait. Then I uploaded my own photo and got an unexpectedly high score, which conclusively validates the model and my rigorous n=2 study.