Uneven regional development fomented by city-centric growth agendas generates significant challenges for regional peripheries. Placing regional margins and other plural geographies at the centre, in this article we apply a normative framework based on justice theory to uncover the dominance of urban viewpoints in urban regional development policy. Departing from Nancy Fraser’s three-dimensional justice theory, we provide a deconstruction of city-centrism by illustrating how regional disparities in two regions in Sweden are not only reproduced by economic maldistribution but also by political misrepresentation and cultural misrecognition. By doing so, we illustrate the fruitfulness of applying a normative justice framework to create a broader understanding of factors that contribute to the political production of uneven regional development and need to be addressed if a transformative and progressive change is to occur.