According to the Franklin County cemeteries list (at the link below), the Mt Hope cemetery is in Williamsburg. It looks like it is probably a small private cemetery because all they give is a location and there is no link to a list of graves like with the other cemeteries. Good Luck

http://www.ku.edu/heritage/chs/franklin/cemetery/index.html