Cave Mountain Lake is a reservoir located in Rockbridge County, Virginia. It appears on the Arnold Valley USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,159.33 feet (353.36 m) above sea level. The nearest populated place is Gilmore Mills, approximately 2.3 miles to the N.