Wouldn't the size of the graph grow something like $n^k / k!$ ? This is not polynomial in $k$.
On your comment though, I don't think there's much of "drama" in increasing the state space. Really it is just under 2 bits per cell by width by height. I would say it grows exponentially to the size of the board.