I'm outing myself as a Midwestern girl, but I just can't imagine pearls with a tshirt. Too formal.
I'd go with a simple necklace and pendant in silver or gold, simple hoop earrings or simple stud earrings, and cute sandals. I'd make sure my hair was perfect.