SHANGHAI—To those it seeks to influence, the Chinese Communist Party can be an intimidating presence.

The China scholar Perry Link once called the party it “the anaconda in the chandelier.”

Just by hovering, it induces self-censorship and subtle behavioral changes. This has long been the case within China. Increasingly, as China projects...