China has built a strong core for their empire, with two large cities, a number of surrounding colonies, and an imposing military. Korea has two undefended, weak cities just outside of China’s empire. Furthermore, the Korean military is virtually nonexistent. Mao may just want to pay Seoul a visit.
Tldr; China wants Korean clay.