Maybe I’ve been loving my plants a little too hard. Over-fertilizing is a common rookie mistake, and I've definitely been guilty of it. You live and learn, mostly from your own overeager mistakes.
Turns out peace lilies are basically the cats of the plant world. Ignore them and they finally decide to perform. Mine put out a flower the week I was on vacation and the pet sitter forgot to come.