Kemp Hollow is a valley located in Page County, Virginia. It appears on the Thornton Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,222.20 feet (372.53 m) above sea level. The nearest populated place is Morning Star, approximately 2.4 miles to the SSW.