Yes. Also nearby Jones Gap State Park. Jones Gap only allows artificial bait.
I've seen some good sized bass in both lakes. The lake above the dam is stocked with trout as well.
You can fish inside the park and catch an assortment of fish. In addition there is another lake out side the park that is great for fishing. It is Oolenoy Lake, it is still part of the the State park.
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