Im looking for asian dramas with teacher/student relationship but the newer ones and preferrably ones with a darker theme/ending. 

If you're in the mood for a movie ... Misbehavior

Doctor John..it's a k drama

Chugakusei Nikki -- calling it "dark" may be a stretch but it's definitely not a rom-com type drama.