Gum Hollow is a valley located in Boone County, West Virginia. It appears on the Mud USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 919.12 feet (280.15 m) above sea level. The nearest populated place is Cameo, approximately 2.9 miles to the N.