Gem Creek is a stream located in Jackson County, North Carolina. It appears on the Glenville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,531.81 feet (1,076.50 m) above sea level. The nearest populated place is Erastus, approximately 0.4 miles to the WNW.