Geneva Bay is a bay located in Walworth County, Wisconsin. It appears on the Lake Geneva USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 864.30 feet (263.44 m) above sea level. The nearest populated place is Lake Geneva, approximately 0.5 miles to the NE.