Trout Lake Township, in Itasca County, is bounded on the north by the cities of Coleraine and Bovey and by Iron Range Township. Its other neighbors are Grand Rapids Township (to the west), Blackberry Township (on the south), and Little Sand Lake, an unorganized township-sized area to the east.