I think that he probably liked her from the first time he met her, but the way that she tried to be vindictive and get people expelled put him in guard around her. Add that to listing him as a target, and he's forced to hide it even more.
And I bet the nurse is gonna let is slip to Tsubaki either accidentally or on purpose. Either that or she'll see security footage.