Alex Chilton by The Replacements.
This song is everything you want out of a happy three-minute experience -- exuberance! jangly guitars! -- with an added bonus of managing to wrap up that feeling of falling in love to music -- and with music -- at that seminal moment in your life.
It makes me grin every time I hear it.
Also, The Replacements! What's not to love?