Yes, A has a secret crush on B.
Others may chime in with different interpretations, but if A is B's secret admirer, he is probably doing things like sending flowers or leaving little presents anonymously. She knows she has an admirer, but not who the admirer is. With a secret crush, B would never know that A likes her at all.