The Little Black River is a river in Wylie Township, in northwestern Red Lake County, Minnesota. From its source () â Goose Lake Swamp in the Pembina State Wildlife Management Area â the river runs south and southeast to the Black River, a tributary of the Red Lake River. Its waters ultimately drain via Canada's Nelson River into Hudson Bay.