I like to act like I'm about to start crossing and only stop at the last possible moment in these cases. That way at least 50% of the time they or someone else in the car freaks out.

I hope it teaches them. Even if you can't see anyone, if there's a pedestrian crossing, especially in an urban area, just slow down in case.