Haunted Cove is a valley located in Caldwell County, North Carolina. It appears on the Buffalo Cove USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,914.84 feet (583.64 m) above sea level. The nearest populated place is Penley (historical), approximately 2.1 miles to the NE.