I've done this several times from leaving plugged in. From my experience if it was ran all the way down, it'll never be "right" again, it will be off balance when it runs down, will be flat feeling. I have however done it many times to bring one up from 2v or so and they've acted perfectly normal from then on. One of the main reasons I don't buy used batts lol.