Tahoe and Pyramid are connected—by the Truckee River, not via an underground tunnel, as legend would have it. The deepest part of Tahoe, near Crystal Bay on the lake's north shore, is 1,644 feet. That would make the elevation of the bottom of Tahoe around 4,581 feet. The surface of Pyramid Lake is at 3,796 feet.