A combination of the phrases puppy love
. Generally with the same meaning, often describes having an extreme crush on someone that will never turn into real love or a real relationship.
Micky has a huge puppy crush on that famous Welsh actor, even though they will never meet.
Cindy has a puppy crush on the head of the football team, even though he's never noticed her. She still likes to think they will get together someday.