There's a slideable hole to the left of the book. Going inside will lead you to a boss (not recommended for direct confrontation on high difficulty due to high stats; consider defeating the final boss of Map 1 first).
After sliding down, deal with the enemies below first.
After defeating the last enemy, you'll obtain the book [Bride Ah Hua #1: The Matchmaker's Letter].
