Lexical co-occurrence is an important way to realize discourse coherence. It is not only affected and limited by dominant discourse semantic, but also by the cultural background knowledge of the language users and the situational context. Excavating the latent semantic meaning among the lexical items can diversify lexical co-occurrence so as to enhance persuasiveness and imagination of the discourse.