Misery Bay is a bay located in Alpena County, Michigan. It appears on the North Point USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 580.47 feet (176.93 m) above sea level. The nearest populated place is Alpena, approximately 6.2 miles to the W.