Chase After Meaning

(idiomatic) To pursue someone with romantic intentions; to woo.

Example: Used other than as an idiom: see chase,‎ after.
2002, Florence Whiteman Kaslow, Jeffrey J Magnavita, Comprehensive Handbook of Psychotherapy[1], page 493:
  He began to tell her that he loved her, and he chased after her for six months