Misery Bay is a bay located in Erie County, Pennsylvania. It appears on the Erie North USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 571.00 feet (174.04 m) above sea level. The nearest populated place is Erie, approximately 2.0 miles to the S.