Elephant Back is a ridge located in Unicoi County, Tennessee. It appears on the Erwin USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,860.24 feet (567.00 m) above sea level. The nearest populated place is Hulan Hollow, approximately 0.2 miles to the E.