Chief Joseph Gulch is a valley located in Missoula County, Montana. It appears on the Garden Point USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,891.13 feet (1,186.02 m) above sea level. The nearest populated place is Lolo Hot Springs, approximately 5.0 miles to the SW.