A growing number of ethical guidelines aim to steer AI development toward respecting ethical principles such as fairness, transparency, accountability, and privacy. In the challenging quest to translate abstract ideals into actionable requirements, we risk losing sight of the outcomes they were intended to achieve. If AI guidelines were fully realized, what would the world actually look like? How would our relationships, communities, and institutions change (or not)? And is that what we want?