Great game and idea! I don't know if you thought about this explicitly during when designing the game, but if you enforce that every character has only two hands, then the resulting graph from connections must always form a loop (as it would be a 2-regular graph). This is a very clever mathematical application of the theme. Unfortunately, this is not true if people can have >2 hands (which your game allows).