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Their friendship is genuine. That being said I think it's very obvious Bonbi likes Emiru way more than Emiru likes Bonbi. But it makes total sense if you think about it, Emiru has a lot of other friends while Bonbi does not. 

I also wouldn't be surprised if Bonbi got little confused and these feelings she has are something more than just regular friendship feelings.