Lost Gulch is a valley located in Baker County, Oregon. It appears on the Sparta USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,362.40 feet (720.06 m) above sea level. The nearest populated place is Sparta, approximately 5.2 miles to the N.