Манга Как ни посмотри, Фури-чан пугает / No Matter What You Say, Furi-san is Scary

Ordinary High-schooler Taira Namito, who is ordinary inside, unknowingly becomes the target of the female delinquent-looing girl Furi Youko, a pure maiden at heart, who sits next to him.