Norway is an excellent case for studying the ambiguities and competing interests attached to climate change and global sustainability. The country is at the forefront in the use of “clean energy,” yet has long been one of the world’s largest oil exporters and its dominant ideas have been challenged given the climate-change crisis. The article offers a preliminary review of the historical and current connections that exist between the development of national welfare states in Europe (and Norway in particular) and the long-standing practice of extractivist efforts that have harmed nature in indigenous lands within Norwegian borders and colonized, or previously colonized lands, outside Europe). As a comparative exercise, this article mobilizes the idea of social imaginaries to conceptualize and explore how the Norwegian welfare state has, in the social policy literature and in public discourse, been linked to the notion of sustainability, given the context of rapid climate change. By drawing on three illustrative cases, the article demonstrates how such imaginaries are present in current discussions. It suggests that unpacking such imaginaries within a historical and relational global view may contribute to understanding the role of nationalism and colonialism in Norway’s sustainability narratives, to potentially trigger change in the way we conceptualize welfare-state sustainability.