黄花 ('yellow flower') here refers to chrysanthemum, a symbol of chastity and noble character. By the Song dynasty
黄花闺女 (huánghuā guīnǚ) and
黄花幼女 had become standard literary terms for an unmarried girl. The variant
黄花闺女 is far more common in modern reading.