Located inside SpeedZone in the City of Industry. Going on every first Friday of the month. $5 bucks to get in (but I heard of people being able to sneak in). If you decide to be civil and pay the entrance fee, you'll get $5 worth of free games that can be redeemed at the arcade.
Be prepared to spend a lot.... of money (on food) and time (in lines).