Hoover Rock is a pillar located in Lee County, Virginia. It appears on the Pennington Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,437.66 feet (743.00 m) above sea level. The nearest populated place is Purcell, approximately 1.1 miles to the NE.