The article explores the discursive representations of Syrian and Ukrainian refugees in the European Parliament (EP). The theoretical framework draws on Critical Securitisation Theory, pointing out the implicit hierarchies that affect the European Union (EU) reception policies in terms of race and gender. The main hypothesis is that a stigmatisation process based on race and gender affects the representation of refugees in the EU. Against this backdrop, the manuscript delves into how speech acts can either cast refugees as urgent threats or even facilitate the de-construction of the refugee as a threat. These are investigated through Computational Text-Analysis tools, such as Word- and Bigram-Frequency Analysis, Term Frequency-Inverse Document Frequency test and Structural Topic Modelling. On the one hand, contrary to expectations of a securitisation of Syrian refugees primarily based on race, what emerges is also a process of de-personalisation that helps justify the anti-migration stand of some members of the EP (MEPs). On the other hand, the assumption that deconstruction of the refugee as a threat would mainly occur through an emphasis on cultural proximity between Ukrainian people and the EU is challenged. Instead, our analysis shows a gender-based victimisation of Ukrainian refugees, which contributes leading to protective measures being enacted by the EU.