Rock Spring Creek is a stream located in Hot Springs County, Wyoming. It appears on the Embar USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,935.58 feet (1,809.16 m) above sea level. The nearest populated place is Embar, approximately 2.8 miles to the NNE.