I don't remember much else besides the male character was always picking fights and he had short blonde? hair and the female character was somewhat nerdy looking with glasses and short hair. I think the plot was something along the lines of the female character needs to help the male character improve in classes??

A page from the manga used to be used an advertisement for a scan group. The page depicted the guy picking a fight on the bus and the girl looking afraid.

Did he have a hoodie and someone read something? If yes, I know what you are talking about but need to search through my lists to find the name... I'm pretty sure I read this...
It's not
Hana-kun to Koisuru Watashi or Ookami Shoujo to Kuro Ouji right?

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in need of romance?
uncommon, sad, sweet

Atashi no Banbi?

hmm ImaginaryWishes should be right, just found it

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in need of romance?
uncommon, sad, sweet

That's right, thanks!