The reason: there are actually two well-known lakes in Oregon called Lost Lake. The other Lost Lake in Oregon is near the town of Sisters in central Oregon. They're definitely both worth a visit. The one in Sisters actually disappears every spring as the winter rains stop, and it's not because the water evaporates.