This is especially an issue for features from a category hierarchy, where features of a subordinate category should not compete with features of the parent.
while a higher probability of DALMATIAN features (e.g., black spotted coat) may lessen the likelihood of BULLDOG features (e.g., wrinkles), it should not decrease the probability of DOG features (e.g., having 4 legs).