First season ended with Loise and Saito kissing. Progress in relationship, new set of problems / jokes / etc. become possible.
Every episode of season 2: LOL RESET! They force every episode to end with "BAKA INU!" (lol, get it?!?!?) and Saito & Louise to have the same relationship problems that they had in season 1.