One Cool Friend by Toni Buzzeo

When well-mannered Elliot reluctantly visits the aquarium with his distractible father, he politely asks whether he can have a penguin--and then removes one from the penguin pool to his backpack. The fun of caring for a penguin in a New England Victorian house is followed by a surprise revelation by Elliot's father.