I'd give them the money and then back away, maintaining eye contact. Running shows fear, and people are more likely to be killed (in war, anyway) on retreat, because it's easier to kill someone if you don't see the person's face.
Although in a real situation you might not want to test anything from this thread, because you could be very unlucky.