Secret didn't fail for lack of community. It failed because once people had their fill of playing out one of their demigod roles (shaming people, being shamed, or inciting others to shame) behind a cloak of anonymity the initial thrill to tell the "world" (really just your facebook friends) your "secrets" was gone.