The phrase "for the love of" is used to express surprise, exasperation, annoyance, or some similar feeling.
E.g. For the love of Susan, or for the love of Pete are variation of this phrase.

For the sake of.... is another way to use this idiom.
Stop shouting, for the love of God/ for the sake of God.