Penitentiary Branch is a stream located in Polk County, Tennessee. It appears on the Caney Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,696.79 feet (517.18 m) above sea level. The nearest populated place is Chable (historical), approximately 2.8 miles to the WNW.