This article examines and exposes substantial fragments of the crucial for the Russian autocracy discursive formation that hegemonically produces disempowered identities and relationships, inactive social practice and representations for ordinary Russian people. Employing a multi-sited critical discourse analysis of a school textbook, TV coverage of protests, and an annual press-conference with Vladimir Putin, this study looks at the contexts, representations and identities constructed via interrelated means of power, participation and change. The analysis shows how the state perpetually and diversely propagates via the discourse of non-participation a necessity to leave the matter of the social change to those in power. As a result, non-participation represents both the politically intentional absence of participatory practices among citizens, and forms of ‘participation’ suggested and mediated by the state. Overall, the study illustrates the suppressive ideological work that the Russian state performs exploiting various communication channels, institutions, and social domains to sustain the hegemonic domination over its citizens.