Gum Hollow is a valley located in Grant County, West Virginia. It appears on the Petersburg East USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 934.07 feet (284.70 m) above sea level. The nearest populated place is Petersburg, approximately 0.7 miles to the N.