Studies show that up to 1 in 2 dogs show a real fear response to loud, sudden noise — fireworks, thunder, sirens, even the vacuum. That shaking, pacing, and hiding isn't your dog "being difficult." It's a genuine stress response, and for a lot of dogs it's something they're wired for, not something you did wrong.