Rough Gulch is a valley located in Elmore County, Idaho. It appears on the Grouse Butte USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,674.52 feet (1,424.79 m) above sea level. The nearest populated place is Featherville, approximately 4.1 miles to the W.