Previous research has found evidence of an almost universal public desire for democracy, even in autocratic regimes. However, a single word may evoke different associations for different people. As such, the term democracy is unlikely to trigger the same or equivalent associations between different people. Inspired by the Anchoring Vignettes Approach, I qualify people's stated desire for democracy with their representative, direct, social, or authoritarian perception of democracy. Using the Analytical Hierarchy Process, I obtain idealized priorities of institutional configurations to determine the membership a specific perception has with regard to a procedural-liberal, participatory-liberal, or social-liberal normative benchmark. I perform a mixed-model analysis on World Values Survey Wave 5 data to test the empirical consequences of my conceptual calibration concerning explanatory factors for people's democratic desires. Popular support for representative democracy has been consistently overstated, particularly in nondemocratic countries. The design of political institutions is the most important factor in predicting a person's actual desire for democracy.