Marion Township, Hocking County - south; Berne Township - southwest; Pleasant Township - northwest; The village of Bremen is located in central Rush Creek Township, and part of the census-designated place of Hide-A-Way Hills lies in the township's south. Name and history. This township took its name from Rush Creek. It is the only Rush Creek Township statewide, although there is a Rushcreek Township in Logan County.