As a professional dog trainer, I've met scary dogs of all sizes and shapes. (dogtrainingnation.com)
Sometimes it's mental — maybe the dog is scared to walk down the street, where there are loud noises, other scary dogs, blowing leaves, etc.. (fidoseofreality.com)