Oh, for sure. He thinks she's super cute, but he's a kid so he's embarrassed about it, which is why he's screaming that she's stupid all the time.
Puniru has only existed for 7 years so she's got no idea about anything other than that she likes Kotarou. That there are different kinds of "likes"...