Is this an indirect question:
You are probably wondering, what are they staring at?
My instinct is to add a question mark, since, if you changed the construction to,
You are probably asking, "What are they staring at?"
I would want to add a question mark. But I'm not sure of the answer, which is why I'm asking you folks.