Township of Rock Creek is a civil located in Pottawatomie County, Kansas. It appears on the Westmoreland USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,312.75 feet (400.13 m) above sea level. The nearest populated place is Westmoreland, approximately 2.9 miles to the S.