Lost Gulch is a valley located in Baker County, Oregon. It appears on the Balm Creek Reservoir USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,268.13 feet (1,300.93 m) above sea level. The nearest populated place is Sparta, approximately 8.9 miles to the SE.