The story
Chosen for the rhyme and suggesting the grimace of a fish's mouth.
Etymology from Wiktionary, CC BY-SA 4.0.
trout pout
Today it means: The exaggerated, grotesque result of injection of excessive quantities of collagen into the lips in order to make them appear fuller. Full definition →