Gum Spring Branch is a stream located in Greene County, Virginia. It appears on the Swift Run Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,432.61 feet (436.66 m) above sea level. The nearest populated place is Lydia, approximately 1.3 miles to the SE.