Welcome to ATP.
Can you update your info to include where you live? It would help us to help you.
Around here, the peonies are just emerging from the ground. They will be in the nurseries soon. You won't find a fern leaf peony at a big box store - call around to some local nurseries and ask if they will have them.
Or look into mail order.
Daisy