Perhaps I'm missing it, but is there an option to disable Guests from being able to report content?

Should be under members - groups - guests - edit.

Edit the Guests group and go to Content -> Moderation and turn off 'Can report content?'

Thanks to both of you, I must of glanced over it no less than 4 times