In this question I was given
「(私は)あの人に怒っている。」
as a way to say "that person makes me angry".
I'm a little confused because it looks to me very much like a passive construction, "I, that person by, get angered", but the predicate isn't in passive form. How should I understand the use of the particle に in this sentence?