It depends on the dog, and who is raising their voice.
With Kito, if I yell, he just looks at me (if a dog could roll his eyes, I'm sure he would), but if it's my husband yelling, he takes off.
Abbey lays down immediately, and flops onto her back.
Riley could care less--he just looks at us with his tail going non-stop.