Yes — familiarity itself can raise attraction
Psychologists call it the mere-exposure effect: the more we encounter a person, the more we tend to like them, regardless of their character. That's part of why a familiar but unhealthy type can feel magnetic, and why a steady new partner can grow on you once you give the connection enough repeated time.
