First Gulch is a valley located in Grant County, Oregon. It appears on the Olive Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,015.45 feet (1,223.91 m) above sea level. The nearest populated place is Granite, approximately 8.0 miles to the ESE.