Set tree peonies so that the graft line is 3–4 inches below the soil surface (the object is to ... composted manure, or chopped leaves—to which you’ve added a cup of super-phosphate.

Just don't make the mistake of burying your herbaceous peonies too deep. Going more than an inch or two beneath the surface ...