How diverse are dogs in their traits other than appearance?
Dogs are highly diverse in their patterns of copy number variation (variation in the number of copies of different genes). This has been shown to be probably related to the diversity in morphology. It would thus presumably also affect other traits such as those that you list, and it seems to at least have been shown for disease susceptibility. Interestingly, wolves have less copy number variation on average than dogs (citation).