There's nothing inherently bad about very angry customers. It's more about how you handle them and whether you are continuously looking for ways to decrease them in number.

In this case, the idea is these are people who tripped red flags for you, and upon investigation didn't give you any reason to believe they were legitimate orders.

If you're really worried, you can contact them and ask.