I deliver for "That place" as a second job. Heh.
There's certain neighborhoods we won't go into after dark, for sure. I've never been robbed at gun point, but I have been threatened with physical harm (sans weapons) unless I gave the four dudes the pizzas for free. I wished to god right then that I knew kung fu, or some crazy israeli martial art stuff...
Before I worked at the store I'm at, it was full on robbed by three guys with guns. Apparently they were pissed off that the safe was timelocked and they had to wait fifteen minutes to get the $300 that was inside.
And to venture a guess... I'd say the pizza guy in this situation was either straight fired, or let go somehow. The rules are: Never carry more than $20. If you are robbed, and lose more than $20. You are automatically fired. Plus you don't get reimbursed. Also, there is a "no weapons in the store" policy. Doesn't say anything about your car... But not in the store.