Wilderness Bay is a bay located in Lake County, Minnesota. It appears on the Snowbank Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,426.61 feet (434.83 m) above sea level. The nearest populated place is Prairie Portage, approximately 5.7 miles to the NNW.