Paint Branch is a stream located in Unicoi County, Tennessee. It appears on the Unicoi USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,294.94 feet (699.50 m) above sea level. The nearest populated place is Davis Springs, approximately 0.1 miles to the WSW.