Which activity would you suggest?

I have a long weekend so I want to plan a day trip to enjoy the fall weather although it might rain tomorrow. Which one of these locations would you suggest visiting:

1. Luray Caverns
2. Skyline Drive
3. Harper Ferry
4. Fredericksburg