What happens when everyone in a room keeps giving dollars to random others?

Via Charles Arthur, Decision Science News imagines a room full of 100 people with 100 dollars each. With every tick of the clock, every person with money gives a dollar to one randomly chosen other person. After some time progresses, how will the money be distributed?