Hemlock Creek is a stream located in Monroe County, Tennessee. It appears on the Bald River Falls USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,758.62 feet (536.03 m) above sea level. The nearest populated place is Waucheesi, approximately 3.0 miles to the NW.