All dogs dream, and some manifest dreaming with twitching, paddling, or kicks of their legs. These movements are often brief (lasting less than 30 seconds) and intermittent, he says. ... Talk to your veterinarian if you suspect that your dog might be having seizures in his sleep instead of dreaming.