Rock Spring Gulch is a valley located in Whitman County, Washington. It appears on the Ping USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 759.87 feet (231.61 m) above sea level. The nearest populated place is Penawawa, approximately 1.4 miles to the SW.