If you are not camping and you leave the park you will need to pay to reenter. However, there is not a lot of store in that area, there is a dollar general, another locally owned store, and a convenient store that sales sandwiches and fried chicken.
If you are camping, you get a tag for your car that allows unlimited reentry throughout your stay. Not sure about single day entry.
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