IMHO, he cares for Jesse because he's his prize pupil. After 10+ years of teaching high school chemistry where large numbers of the students are there because they have to be, he finally has one who shows a little enthusiasm for the subject, whom he can lecture to at will and ad nauseam, and who seems to be learning…