Used to spend a bunch of time in the smokies in college.
You should be fine bringing a couple liters of water. Every major campground has water source with a couple tenths of a mile. Also, beware of the mice in the camp areas. They can carry various diseases. Are you hiking along the AT or what? It is a pretty area for sure