Stumpy Lake is a reservoir located in Virginia Beach (city) County, Virginia. It appears on the Kempsville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4.23 feet (1.29 m) above sea level. The nearest populated place is Glenwood, approximately 0.7 miles to the NE.