 Its population includes extreme white supremacy groups, and has done so for about 100 years.According to the United States Census Bureau, the township has a total area of 75.1 square miles (194.4 km²), of which, 75.0 square miles (194.4 km²) of it is land and 0.01% is water.Ulysses Township is bordered by Bingham Township to the north, the borough of Ulysses to the northeast, Hector and Pike Townships to the east, West Branch Township to the south, and Summit, Sweden and Allegany Townships to the west.