Were any of the popular girls physically unattractive? I doubt it. Popular boys can be popular without good looks, but it usually requires lots of money or great humour (class clown) or skill in a popular sport like American football or basketball. Look at a few "visually appealing" Instagram accounts. That will show you what basic popularity looks like, extended from high school.