Township of Rock Creek is a civil located in Butler County, Kansas. It appears on the Gordon USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,322.18 feet (403.00 m) above sea level. The nearest populated place is Smileyville, approximately 0.0 miles to the NNW.