>Blue eyes tends to make people seem more attractive and the evolutionary reason is that they end up being a good quality in a mate because it's easier to see pupil dilation. Thus making it easier to perceive their emotional states better than of someone with black/brown eyes.

I'm sure there are evolutionary disadvantages to not being able to hide your emotional states.

also the attractiveness of the color is probably taught and culturally defined.