Article published In:
Journal of Language and Politics: Online-First Articles

The good, the bad, and the ugly

Anti-Ukrainian narratives on Polish Twitter

ORCID logo | Kozminski Univeristy
ORCID logo | Kozminski Univeristy | Harvard University
The article focuses on anti-Ukrainian narratives spread on Twitter. We performed a Thick Big Data analysis of words and hashtags connected with anti-Ukrainian narratives. We collected 16,700 tweets from 25 January 2023 to 22 February 2023, focusing on the most popular and commented ones. Furthermore, we conducted multi-modal narrative and rhetorical analyses to distinguish the typology of narrations. This article sheds light on how vital narration in disinformation campaigns and media warfare on social media is. Most tweets contained narration highlighting the alleged appropriation of Polish culture by displaying Ukrainian nationality. Such narration strongly influences a sense of insecurity and alienation in one’s own country. We discovered that Ukrainian-related posts have negative sentiment and frequently spread disinformation.
Keywords: narration, Twitter, disinformation, war, Ukraine
Article outline
  • 1.Introduction
  • 2.Discursive Traditions and Anti-Pluralism in Poland in the context of relations with Ukraine
  • 3.Methods
  • 4.Analysis
    • 4.1Metadata
    • 4.2Contents
    • 4.3Basic message
    • 4.4Narrative and rhetorical analysis
    • 4.5Visual analysis
  • 5.Discussion and conclusions
  • Competing interests
  • Ethical statements
  • Acknowledgements
  • References
Published online: 17 January 2025
DOI logo
https://doi.org/10.1075/jlp.24124.lip
References (72)
References
Alieva, Iuliia, J. D. Moffitt, and Kathleen M. Carley. 2022. “How Disinformation Operations against Russian Opposition Leader Alexei Navalny Influence the International Audience on Twitter.” Social Network Analysis and Mining 12 (1): 80. DOI logoGoogle Scholar
Alieva, Iuliia, Dawn Robertson, and Kathleen M. Carley. 2023. “Localizing COVID-19 Misinformation: A Case Study of Tracking Twitter Pandemic Narratives in Pennsylvania Using Computational Network Science.” Journal of Health Communication 28 (sup1): 76–85. DOI logoGoogle Scholar
Asmolov, Gregory. 2021. “From Sofa to Frontline: The Digital Mediation and Domestication of Warfare.” Media, War & Conflict 14 (3): 342–65. DOI logoGoogle Scholar
Avital, Michel, Tina Blegind Jensen, and Signe Dyrby. 2023. “The Social Fabric Framework: Steps to Eliciting the Social Making of Organisations in the Digital Age.” European Journal of Information Systems 32 (2): 127–53. DOI logoGoogle Scholar
Avraamidou, Maria, and Maria Ioannou. 2022. “Migrants as ‘pawns’: Antimigrant Debates on Twitter and Their Affinity to European Border Politics and Discourses.” European Journal of Cultural Studies, September, 13675494221120838.Google Scholar
Badawy, Adam, Aseel Addawood, Kristina Lerman, and Emilio Ferrara. 2019. “Characterizing the 2016 Russian IRA Influence Campaign.” Social Network Analysis and Mining 9 (1): 31. DOI logoGoogle Scholar
Bilewicz, Michał. 2024. Traumaland. Polacy W Cieniu Przeszłości. Warsaw: WAM.Google Scholar
Bilewicz, Michal, Aleksandra Cichocka, and Wiktor Soral, eds. 2015. The Psychology of Conspiracy. London, England: Routledge. DOI logoGoogle Scholar
Bornakke, Tobias, and Brian L. Due. 2018. “Big–Thick Blending: A Method for Mixing Analytical Insights from Big and Thick Data Sources.” Big Data & Society. DOI logo.Google Scholar
Bouvier, Gwen, and Judith E. Rosenbaum. 2020. “Communication in the Age of Twitter: The Nature of Online Deliberation.“ In Gwen Bouvier and Judith E. Rosenbaum (Eds.) Twitter, the public sphere, and the chaos of online deliberation, 1-15. Hampshire: Palgrave Macmillan.Google Scholar
CBOS. 2022. “Polacy Wobec Wojny Na Ukrainie I Ukraińskich Uchodźców. Komunikat Z Badań.”Google Scholar
Chamberlain, P. R. 2010. “Twitter as a Vector for Disinformation.” Journal of Information Warfare 9 (1): 11–17.Google Scholar
Charles, Vincent, and Tatiana Gherman. 2019. “Big Data Analytics and Ethnography: Together for the Greater Good.” In Big Data for the Greater Good, edited by Ali Emrouznejad and Vincent Charles, 19–33. Cham: Springer International Publishing. DOI logoGoogle Scholar
Chetty, Naganna, and Sreejith Alathur. 2018. “Hate Speech Review in the Context of Online Social Networks.” Aggression and Violent Behavior 40 (May):108–18. DOI logoGoogle Scholar
Copsey, Nathaniel. 2008. “Remembrance of Things Past: The Lingering Impact of History on Contemporary Polish–Ukrainian Relations.” Europe-Asia Studies 60 (4): 531–60. DOI logoGoogle Scholar
Creswell, John W., J. David Creswell. 2017. Research Design: Qualitative, Quantitative, and Mixed Methods Approaches. SAGE Publications.Google Scholar
Czarniawska, Barbara, and Pasquale Gagliardi. 2003. Narratives We Organize By. John Benjamins Publishing. DOI logoGoogle Scholar
De Fina, Anna, and Alexandra Georgakopoulou. 2019. The Handbook of Narrative Analysis. John Wiley & Sons.Google Scholar
Demagog, Instytut Monitorowania Mediów. 2023. “Raport Demagoga I IMM: Antyukraińska Propaganda W Mediach Społecznościowych (listopad),” November. [URL].
Denzin (ed), Norman K., and Yvonna S. Lincoln. 2005. The SAGE Handbook of Qualitative Research. SAGE.Google Scholar
Dijk, Teun A. van. 1993. “Principles of Critical Discourse Analysis.” Discourse & Society 4 (2): 249–83. DOI logoGoogle Scholar
Ducheneaut, Nicolas, Nicholas Yee, and Victoria Bellotti. 2010. “The Best of Both (Virtual) Worlds: Using Ethnography and Computational Tools to Study Online Behavior.” Conference Proceedings. Ethnographic Praxis in Industry Conference 2010 (1): 136–48. DOI logoGoogle Scholar
EDMO. 2023. “Monthly Brief No. 21 — EDMO Fact-Checking Network.”Google Scholar
Ekman, Mattias. 2018. “Anti-Refugee Mobilization in Social Media: The Case of Soldiers of Odin.” Social Media + Society 4 (1): 2056305118764431. DOI logoGoogle Scholar
Entman, Robert M. 1993. “Framing: Toward Clarification of a Fractured Paradigm.” The Journal of Communication 43 (4): 51–58. DOI logoGoogle Scholar
Esses, Victoria M., Stelian Medianu, and Andrea S. Lawson. 2013. “Uncertainty, Threat, and the Role of the Media in Promoting the Dehumanization of Immigrants and Refugees.” The Journal of Social Issues 69 (3): 518–36. DOI logoGoogle Scholar
Fiske, Susan T. 2018. “Stereotype Content: Warmth and Competence Endure.” Current Directions in Psychological Science 27 (2): 67–73. DOI logoGoogle Scholar
Ganczewski, Grzegorz, and Dariusz Jemielniak. 2022. “Twitter Is Garbage: A Thick Big Data Exploration of #zerowaste Hashtag on Twitter in Relation to Packaging and Food Packaging Materials.” Packaging Technology & Science, August. DOI logo.Google Scholar
Glick, P. 2009. “Jagnięta Ofiarne W Wilczym Przebraniu. Zawistne Uprzedzenia, Ideologia I Czynienie Z Żydów Kozłów Ofiarnych.” In Zrozumieć Zagładę. Społeczna Psychologia Holokaustu.Google Scholar
Golovchenko, Yevgeniy. 2020. “Measuring the Scope of pro-Kremlin Disinformation on Twitter.” Humanities and Social Sciences Communications 7 (1): 1–11. DOI logoGoogle Scholar
Golovchenko, Yevgeniy, Mareike Hartmann, and Rebecca Adler-Nissen. 2018. “State, Media and Civil Society in the Information Warfare over Ukraine: Citizen Curators of Digital Disinformation.” International Affairs. DOI logo.Google Scholar
Górska, Anna, Karolina Kulicka, and Dariusz Jemielniak. 2022. “Men NOT Going Their Own Way: A Thick Big Data Analysis of #MGTOW and #Feminism Tweets.” Feminist Media Studies, (second round of revisions).Google Scholar
Grabowska, Izabela. 2022. “Societal Dangers of Migrant Crisis Narratives with a Special Focus on Belarussian and Ukrainian Borders with Poland.” Frontiers in Sociology 71:1084732. DOI logoGoogle Scholar
Gualda, Estrella, and Carolina Rebollo. 2016. “The refugee crisis on twitter: a diversity of discourses at a european crossroads.” Journal of Spatial and Organizational Dynamics 4(3).Google Scholar
Hauter, Jakob. 2023. “Forensic Conflict Studies: Making Sense of War in the Social Media Age.” Media, War & Conflict 16 (2): 153–72. DOI logoGoogle Scholar
Hilton, James L., and William von Hippel. 1996. “Stereotypes.” Annual Review of Psychology 47 (1): 237–71. DOI logoGoogle Scholar
Jemielniak, Dariusz. 2020. “Thick Big Data. Doing Digital Social Sciences.” DOI logoGoogle Scholar
Jemielniak, Dariusz, and Agata Stasik. 2021. “Thick Big Data.” In Research Methods for Digital Work and Organization, edited by Gillian Symon, Katrina Pritchard, and Christine Hine, 210–28. Oxford: Oxford University Press. DOI logoGoogle Scholar
Konieczna, Joanna. 2019. “Polacy-Ukraińcy, Polska-Ukraina. Paradoksy Stosunków Sąsiedzkich.”Google Scholar
Kreis, Ramona. 2017. “#refugeesnotwelcome: Anti-Refugee Discourse on Twitter.” Discourse & Communication 11 (5): 498–514. DOI logoGoogle Scholar
Krzyżanowski, Michał, Ruth Wodak, Hannah Bradby, Mattias Gardell, Aristotle Kallis, Natalia Krzyżanowska, Cas Mudde and Jens Rydgren. 2022. “De/constructing the ‘new Normal’: Towards a Research Agenda on Crisis and the Normalization of Anti-& Post-Democratic Action.” Journal of Language and Politics 22 (4): 415–437. DOI logo
Krzyżanowski, Michał. 2018. “Discursive Shifts in Ethno-Nationalist Politics: On Politicization and Mediatization of the ‘Refugee Crisis’ in Poland.” Journal of Immigrant & Refugee Studies 16 (1–2): 76–96. DOI logoGoogle Scholar
. 2020. “Discursive Shifts and the Normalisation of Racism: Imaginaries of Immigration, Moral Panics and the Discourse of Contemporary Right-Wing Populism.” Social Semiotics 30 (4): 503–27. DOI logoGoogle Scholar
Kwok, Irene, and Yuzhou Wang. 2013. “Locate the Hate: Detecting Tweets against Blacks.” [URL].
Lewis, Harriet H. 2017. “Combating the ISIS Narrative in the West: Responses to the Rise of Anti-Muslim Organisations and Impacts on Stability and the Pluralistic Social Fabric.” Journal of Peacebuilding & Development 12 (2): 90–95. DOI logoGoogle Scholar
Li, Wenbo, Shan Xu, Masahiro Yamamoto, and Kerk Kee. 2023. “Interactive Mediated Contact on Social Media: Mechanisms and Effects on Attitudes toward Ukrainian Refugees.” New Media & Society, September, @@@14614448231197640. DOI logoGoogle Scholar
Makhortykh, Mykola, and Mariella Bastian. 2022. “Personalizing the War: Perspectives for the Adoption of News Recommendation Algorithms in the Media Coverage of the Conflict in Eastern Ukraine.” Media, War & Conflict 15 (1): 25–45. DOI logoGoogle Scholar
Masroor, Farzana, Qintarah N. Khan, Iman Aib, and Zulfiqar Ali. 2019. “Polarization and Ideological Weaving in Twitter Discourse of Politicians.” Social Media + Society 5 (4): @@@2056305119891220. DOI logoGoogle Scholar
Motyka, Grzegorz. 2018. “Nieustający polsko-ukraiński spór o historię.” Sprawy Międzynarodowe 71 (1): 31–40. DOI logoGoogle Scholar
Nerghes, Adina, and Ju-Sung Lee. 2018. “The Refugee/Migrant Crisis Dichotomy on Twitter: A Network and Sentiment Perspective.” In Proceedings of the 10th ACM Conference on Web Science, 271–80. WebSci ’181. New York, NY, USA: Association for Computing Machinery. DOI logoGoogle Scholar
. 2019. “Narratives of the Refugee Crisis: A Comparative Study of Mainstream-Media and Twitter.” Media and Communication 7 (2): 275–88. DOI logoGoogle Scholar
Olchowski, Jakub. 2019. “Stosunki polsko-ukraińskie w polityce (dez)informacyjnej Federacji Rosyjskiej.” Wschód Europy. Studia humanistyczno-społeczne 4 (2): 189. DOI logoGoogle Scholar
Ophir, Yotam, Dror Walter, and Eleanor R. Marchant. 2020. “A Collaborative Way of Knowing: Bridging Computational Communication Research and Grounded Theory Ethnography.” The Journal of Communication 70 (3): 447–72. DOI logoGoogle Scholar
Ottatti, Victor, Randall Renstrom, and Erika Price. 2014. “The Metaphorical Framing Model: Political Communication and Public Opinion.” In The Power of Metaphor: Examining Its Influence on Social Life, edited by Mark Landau, 3011:179–202. Washington: American Psychological Association. DOI logoGoogle Scholar
Patuelli, Alessia, and Fabio Saracco. 2023. “Sustainable Development Goals as Unifying Narratives in Large UK Firms’ Twitter Discussions.” Scientific Reports 13 (1): 7017. DOI logoGoogle Scholar
Riessman, Catherine Kohler. 2014. Narrative Methods for the Human Sciences. Thousand Oaks, CA: SAGE Publications.Google Scholar
Rosa, Annamaria Silvana de, Elena Bocci, Mattia Bonito, and Marco Salvati. 2021. “Twitter as Social Media Arena for Polarised Social Representations about the (im)migration: The Controversial Discourse in the Italian and International Political Frame.” Migration Studies. DOI logo.Google Scholar
Sadler, Neil. 2018. “Narrative and Interpretation on Twitter: Reading Tweets by Telling Stories.” New Media & Society 20 (9): 3266–82. DOI logoGoogle Scholar
Sadura, Sierakowski. 2022. Polacy Za Ukrainą, Ale Przeciw Ukraińcom. Raport Z Badań Socjologicznych. Edited by Sławomir Sierakowski Przemysław Sadura.Google Scholar
Sęk, Ada Tymińska Paweł Korpal. 03.2023. “Przyjdą I Zabiorą: Antyukraińska Mowa Nienawiści Na Polskim Twitterze.” Helsińska Fundacja Praw Człowieka.Google Scholar
Shevtsov, Alexander, Christos Tzagkarakis, Despoina Antonakaki, Polyvios Pratikakis, and Sotiris Ioannidis. 2022. “Twitter Dataset on the Russo-Ukrainian War.” arXiv [cs.SI]. arXiv. [URL].
Siapera, Eugenia, Moses Boudourides, Sergios Lenis, and Jane Suiter. 2018. “Refugees and Network Publics on Twitter: Networked Framing, Affect, and Capture.” Social Media + Society 4 (1): @@@2056305118764437. DOI logoGoogle Scholar
Somers, Margaret R. 1994. “The Narrative Constitution of Identity: A Relational and Network Approach.” Theory and Society 23 (5): 605–49. DOI logoGoogle Scholar
Steinfeld, Nili. 2022. “The Disinformation Warfare: How Users Use Every Means Possible in the Political Battlefield on Social Media.” Online Information Review 46 (7): 1313–34. DOI logoGoogle Scholar
Suciu, Peter. 2022. “Is Russia’s Invasion Of Ukraine The First Social Media War?” Forbes Magazine, March 1, 2022. [URL].
Thomas, Bronwen. 2016. “Tales from the Timeline: Experiments with Narrative on Twitter.” Comparative Critical Studies 13 (3): 353–69. DOI logoGoogle Scholar
UNHCR. 2023. “Ukraine Refugee Situation.” August 29, 2023. [URL].
Van Dijk, Teun A. 1989. “Structures of Discourse and Structures of Power.” Annals of the International Communication Association 12 (1): 18–59. DOI logoGoogle Scholar
Ventsel, Andreas, Sten Hansson, Mari-Liis Madisson, and Vladimir Sazonov. 2021. “Discourse of Fear in Strategic Narratives: The Case of Russia’s Zapad War Games.” Media, War & Conflict 14 (1): 21–39. DOI logoGoogle Scholar
Wagnsson, Charlotte, and Costan Barzanje. 2021. “A Framework for Analysing Antagonistic Narrative Strategies: A Russian Tale of Swedish Decline.” Media, War & Conflict 14 (2): 239–57. DOI logoGoogle Scholar
Winiewski, Mikołaj, Karolina Hansen, Michał Bilewicz, Wiktor Soral, and Dominika Bulska. 2017. Mowa Nienawiści, Mowa Pogardy. Raport Z Badania Przemocy Werbalnej Wobec Grup Mniejszościowych. Fundacja im. Stefana Batorego.Google Scholar