This research focuses on the post-Fukushima discourse regarding nuclear energy in the EU (including the UK) up to the end of 2019. Since the connections between discourse and policymaking are well established in the academic literature, it is crucial to explore concepts and actors that dominated the nuclear discourse after Fukushima with the goal of improving understanding of the possible role of nuclear energy in the EU. This work draws from the Social Constructivist tradition of International Relations and the field of discourse studies in order to address the research task. A mixed method – discourse network analysis – is utilised for this purpose, allowing to visualise discourse configurations along actors and concepts in a longitudinal design. Results suggest that there is no reason to absolutise the negative effects of the Fukushima accident in the context of the EU, since they had been confined to certain Member States and largely overcome by 2014, failing to establish a consistent EU-wide trend, and the situation had mostly returned to business-as-usual. The dynamics of the discourse also reveal that the focus is shifting away from the debate on nuclear policy options towards framing contests. In addition, high polarisation manifests itself as a key structural characteristic of the discourse, rising over time and revealing its adversarial structure. At the same time, European actors have started to assume a more prominent role, even though issues pertinent to the EU-wide nuclear policy development remain relatively marginal in the discourse. Furthermore, the non-EU nuclear companies tend to abstain from framing contest, while some European energy incumbents resort to various framing strategies such as masking, reinvention, and securitisation. Altogether, the analysis demonstrates that there are no reasons to assert that nuclear energy will cease to be an important source of energy in the future in the EU.