Little Rocky Creek is a stream located in Montgomery County, North Carolina. It appears on the Troy USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 343.97 feet (104.84 m) above sea level. The nearest populated place is Chip, approximately 2.1 miles to the SE.