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 2,300.11 feet (701.07 m) above sea level. The nearest populated place is Davis Springs, approximately 0.2 miles to the WSW.