I don't turn the oxygen off until we pass through 10000 feet. Otherwise you'd still be able to find enough to remain conscious....Passengers are much more pliable if you take all of their oxygen away for a few hours. Very slow to unload though.
The cabin oxygen levels at sea level are exactly the same inside, and outside the cabin. Perhaps its just that last drink sending you to sleep.