The expression is actually, "Going, going, gone." It is used as a countdown to indicate an imminent deadline, e.g. during an action, at the end of the time allowed to buy a certain item, the...
It doesn't neccisarlly always mean to actually go somewhere. It's an offer to get to know someone better. In other words "will you be mine". Its the common words used to say that honestly.