How about King's Court?
You're silly. You may as well go with
Scheme. Obviously you wouldn't win, but boy you'd be rubbing your hands together in anticipation all game long.
By the way:
Talisman would be a funny play here. It wouldn't beat the Expand player, but it would win
on turns as Player 2 vs. any strategy that doesn't gain VP on turn 1.