As East Hampton prepares for its fourth annual Pride Parade, set to kick off in front of the Presbyterian Church on Saturday at noon and culminate in an afternoon of “celebration, family fun, and live musical performances” in Herrick Park, organizers are anticipating their largest and “most vibrant” showing to date.