Thirsty Gulch is a valley located in Baker County, Oregon. It appears on the Rail Gulch USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,846.55 feet (1,477.23 m) above sea level. The nearest populated place is Unity, approximately 8.4 miles to the E.