Or, if you like meth and jet skis, absolutely stop at Myrtle Beach.
In all seriousness OP, Savannah and St. Augustine (both already mentioned) are two great options.
I have been to Jekyll Island (also listed above) and think it's a nice stop, too.
A bit different, but the Kennedy Space...