Also wealthy people have much bigger gains from investment (what money they already have), which will ultimately cause the distribution to be much more exponent

Also wealthy people have much bigger gains from investment (what money they already have), which will ultimately cause the distribution to be much more exponential than the one from the simulation. I suspect giving away a proportion would have no significant effect on the result, because poor and wealthy have still the same likelihood of receiving money.