Gum Spring is a spring located in Cocke County, Tennessee. It appears on the Paint Rock USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,347.51 feet (715.52 m) above sea level. The nearest populated place is Houston Valley, approximately 1.9 miles to the ESE.