Little Rock Creek is a stream located in Morgan County, Tennessee. It appears on the Pilot Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,166.34 feet (355.50 m) above sea level. The nearest populated place is Annadel, approximately 1.4 miles to the NNE.