Johnson Gulch Spring is a spring located in Baker County, Oregon. It appears on the Rastus Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,275.56 feet (1,607.99 m) above sea level. The nearest populated place is Unity, approximately 7.4 miles to the NNW.