Yes.

Yes, you can walk to the lake - take a swim. And, if I remember right, you can rent Kayaks. It's only a 2 minute walk to the lake. This is a very nice KOA with amazing views of the mountains (when it's not smokey). Groceries and restaurants are limited, so stock up before you get there. Great access to the Park.