Horse Mountain Gap is a gap located in Burke County, North Carolina. It appears on the Morganton South USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,579.06 feet (481.30 m) above sea level. The nearest populated place is Chambers (historical), approximately 3.2 miles to the NNW.