Peeps is branching out this spring with Fruit Punch Peeps! But do they really taste like the real thing? They do! More specifically, Fruit Punch Peeps taste just like marshmallows dipped in powdered fruit punch drink mix. While these fruity confections didn't really float our boat, we can totally see serious Peeps fans having a lot of fun with this new flavor variety.