Joe,
East Tennessee State University is in Johnson City, UT is in Knoxville, Maryville has a college or two and there is at least one girls only college in Bristol, VA. Sorry, I don't know where you would stay in any of the cities though. If you want good mountain riding, stay at TWO in Suches...