The Penitentiary is a valley located in Bledsoe County, Tennessee. It appears on the Pikeville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,571.52 feet (479.00 m) above sea level. The nearest populated place is West End, approximately 1.8 miles to the ENE.