What is happening here is fairly simple: Since each state in the system occurs with the same probability, the distribution that arises is the one that maximizes the entropy. Since the total amount of money is conserved, this means that the mean of the distribution is fixed. The maximum entropy distribution in this case has a geometric shape, which is skewed:
https://en.wikipedia.org/wiki/Maximum_entropy_probability_di...