Do not fertilize anything that just has being transplanted for at least a week. Trees and shrubs - even longer, months. You have to make a sun cover for your tree peony at least for a few weeks. And I suggest moving it to another location, because south facing tree peony in zone 9 is sure thing to commit herbi-cide. Probably north-facing wall is a best option.
