Help me find this J-drama

I remember watching this drama a while back. ML is a nerd in a group of five boys in highschool where one of them is popular. FL is a popular girl who transferred back from US or some other country. ML knows to play guitar so he helps her with some musical. The ending FL confesses her love for him before leaving somewhere. 

It's probably a mini series, 5-6 episodes.