Four is really where they dynamic starts to shift a little and we see more of the cast toy with Shikimori. Including Izumi.

She's still incredibly cool most of the time, but she has her normal sides as well.

Hence why I said it is more balanced than it initially comes off. It's a fairly straight-forward "normal" high school romance series.