Gardens North says peony seeds germinate "after a long period of warm, then requires cold treatment for first leaf emergence".

This would make sense in the peony world, since seeds would drop and then have the summer (long period of warm) followed by winter (cold treatment).

There's also this link that has some photos...

Here is a link that might be useful: peony germination

Thank you for the information.
Caroline