There's no breed called "Golden Puppy," but these breeds can have golden/yellow coats in Nintendogs:
Coat color is random at adoption. You cannot choose. Keep adopting/restarting until the shelter shows your preferred breed + color. Save before adopting if you want to reroll (soft reset).
Golden Retriever is the only breed with "Golden" in its name.