Rock Gulch is a valley located in Baker County, Oregon. It appears on the Richland USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,111.63 feet (643.62 m) above sea level. The nearest populated place is Richland, approximately 2.0 miles to the NE.