Air raid sirens... part of it may be because of my hearing, the other part might be because of the reasons they exist. But regardless, I freak out hearing them even in a video. I know it might sound silly.

Edit; Now that I think about it, sirens in general. Even amber alert sirens. All because of their reasons for existing, and how loud they are.