Hidden Lake is a reservoir located in Stafford County, Virginia. It appears on the Somerville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 317.51 feet (96.78 m) above sea level. The nearest populated place is Walnut Ridge, approximately 0.5 miles to the W.