Gum Spring is a spring located in Berkeley County, West Virginia. It appears on the Inwood USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 549.46 feet (167.48 m) above sea level. The nearest populated place is Bunker Hill, approximately 0.1 miles to the WSW.