A decent warm weather base layer or compression t-shirt works well, too. I really like aerotech's compression t-shirts, feels cool and comfortable. If you try them, the sizing is funky if you just go by the measurements - they're intentionally small and made to stretch.

EDIT: beaten on the compression suggestion.