Gum Hollow is a valley located in Carter County, Tennessee. It appears on the Elizabethton USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,140.84 feet (652.53 m) above sea level. The nearest populated place is Gap Run, approximately 0.4 miles to the NE.