Not really at that elevation. There is "wedge" of cool air on the East side of the Appalachian Mountains that can funnel cool air from up north. My wife has seen snow flurries in Gatlinburg in June.
I do remember visiting family in Plumtree in March, it being 70 degrees and them still having patches of snow on the ground.