Patterson Cove is a valley located in Clay County, North Carolina. It appears on the Macedonia USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,980.24 feet (603.58 m) above sea level. The nearest populated place is Elf, approximately 1.8 miles to the N.