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Transformative media fandom is a remarkably coherent, long-lived, and diverse community united primarily by shared engagement in the varied activities of fandom. Its social norms are highly-developed and frequently debated, and have been studied by the CSCW and Media Studies communities in the past, but rarely using the tools and theories of privacy, despite fannish norms often bearing strongly on privacy. We use privacy scholarship and existing theories thereof to examine these norms and bring an additional perspective to understanding fandom communities. In this work, we analyze over 250,000 words of meta'' essays and comments on those essays, reflecting the views and debates of hundreds of fans on these privacy norms. Drawing on Solove's theory of privacy as an aggregation of different ideas and on a variety of other academic theories of privacy, we analyze these norms as highly effective at protecting the integrity of fannish activities. We then articulate the value of studying these sorts of diverse activity-defined'' communities, arguing that such approaches grant us greater power to understand privacy experiences in ways that are specific, contextual, and intersectional yet still generalizable where possible.