Palmer Bay is a bay located in Vilas County, Wisconsin. It appears on the Thousand Island Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,683.39 feet (513.10 m) above sea level. The nearest populated place is Stickley, approximately 8.2 miles to the NNE.