Red Rock Gulch is a valley located in Baker County, Oregon. It appears on the Hereford USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,624.29 feet (1,104.68 m) above sea level. The nearest populated place is Hereford, approximately 0.7 miles to the NNE.