Article published In: Journal of Language Aggression and Conflict: Online-First Articles
Hate, prejudice and conspiracy theories
The reality from the ideological perspective of Brazilian imageboard users
Published online: 5 August 2024
https://doi.org/10.1075/jlac.00118.ber
https://doi.org/10.1075/jlac.00118.ber
Abstract
The Internet serves as a dynamic and expansive space where numerous groups seek to exchange and disseminate their views. Some of those groups aim to promote hateful ideologies, bigotry, conspiracy theories while externalizing their anger. To achieve this, a spectrum of online platforms is utilized, ranging from mainstream social networks to underground forums. Notably, imageboards stand out as fertile ground where these ideologies flourish, due to anonymity, community engagement, and a plethora of hateful content. This study endeavors to examine the prevalence of bigotry in these spaces within the Brazilian context. Natural language processing algorithms provide the possibility to explore discursive features of massive text sets, extracting latent information and patterns in a relatively simple and automated way. This study shows how prejudice forms the basis of the different discourses found in Brazilian imageboards. Notably, these discourses not only echo historically rooted hateful ideologies but also assimilate conspiratorial perspectives and instances of bigotry emanating from non-Brazilian imageboards.
Keywords: Hate speech, imageboards, racism, misogyny, antisemitism, homophobia, alt-right, NLP
Article outline
- 1.Introduction
- 2.Hateful ideologies and online hostility
- 2.1Toxic behavior online
- 2.2Hate speech
- 2.3Hate on the online environment
- 2.4The alt-right and its influence on Brazilian reactionary movements
- 3.Exploring hate on online forums
- 4.Data and methods
- 5.Results and analysis
- 5.1Discourse topics
- 5.2Semantic similarity
- 5.2.1Women
- 5.2.2Queer community
- 5.2.3Black community
- 5.2.4Jewish people
- 5.3Ideological views
- 5.3.1Women
- 5.3.2Queer community
- 5.3.3Black people
- 5.3.4Jewish people
- 6.Conclusions
- Note
References
References (45)
Alessi, Gil, and Naira Hofmeister. 2020. “Sites neonazistas crescem no Brasil espelhados no discurso de Bolsonaro, aponta ONG.” El País, June 9, 2020. [URL]
Bernstein, Michael, Andrés Monroy-Hernández, Drew Harry, Paul André, Katrina Panovich, and Greg Vargas. 2011. “4chan and/b: An Analysis of Anonymity and Ephemerality in a Large Online Community.” In Proceedings of the International AAAI Conference on Web and Social Media 5, no. 1: 50–57.
Blei, David M., Andrew Y. Ng, and Michael I. Jordan. 2003. “Latent Dirichlet Allocation.” Journal of Machine Learning Research 3 (Jan): 993–1022.
Brown, Alexander. 2017. “What Is Hate Speech? Part 1: The Myth of Hate.” Law and Philosophy 361: 419–468.
Carmo, Cláudio Márcio do. 2016. “Grupos Minoritários, Grupos Vulneráveis e o Problema da (In)tolerância: uma Relação Linguístico-discursiva e Ideológica entre o Desrespeito e a Manifestação do Ódio no Contexto Brasileiro.” Revista do Instituto de Estudos Brasileiros: 201–203.
Cesarino, Letícia. 2021. “Populismo Digital: Roteiro Inicial para um Conceito, a partir de um Estudo de Caso da Campanha Eleitoral de 2018 (Parte I: Metodologia e Teoria).” Academia. [URL]
Colleoni, Elanor, Alessandro Rozza, and Adam Arvidsson. 2014. “Echo Chamber or Public Sphere? Predicting Political Orientation and Measuring Political Homophily in Twitter Using Big Data.” Journal of Communication 64 (2): 317–332.
De Jesus, Jaqueline Gomes. 2013. “Transfobia e Crimes de Ódio: Assassinatos de Pessoas Transgênero como Genocídio.” História Agora 161: 101–123.
De Koster, Willem, and Dick Houtman. 2008. “‘STORMFRONT IS LIKE A SECOND HOME TO ME’: On Virtual Community Formation by Right-Wing Extremists.” Information, Communication & Society 11 (8): 1155–1176.
De Oliveira, André Silva, Breno Rodrigo de Messias Leite, and Rodolfo Silva Marques. 2021. “As Novas Direitas no Brasil e as Estratégias de Comunicação Política nas Mídias Sociais.” Em Tese 18 (2): 245–269.
Dignam, Pierce Alexander, and Deana A. Rohlinger. 2019. “Misogynistic Men Online: How the Red Pill Helped Elect Trump.” Signs: Journal of Women in Culture and Society 44 (3): 589–612.
Douglas, Karen M. 2007. “Psychology, Discrimination and Hate Groups Online.” In The Oxford Handbook of Internet Psychology, edited by Adam Joinson, Katelyn Y. A. McKenna, Tom Postmes, Ulf-Dietrich Reips, 155–164. Oxford: Oxford University Press.
Duffy, Margaret E. 2003. “Web of Hate: A Fantasy Theme Analysis of the Rhetorical Vision of Hate Groups Online.” Journal of Communication Inquiry 27 (3): 291–312.
Elmezeny, Ahmed, Jeffrey Wimmer, Manoella Oliveira dos Santos, Ekaterina Orlova, Irina Tribusean, and Anna Antonova. 2018. “Same but Different: A Comparative Content Analysis of Trolling in Russian and Brazilian Gaming Imageboards.” Game Studies 18 (2). [URL]
G1. 2011. “Polícia diz que 11 crianças morreram no ataque à escola no Rio.” G1, April 7, 2011. [URL]
. 2019. “Dupla ataca escola em Suzano, mata oito pessoas e se suicida.” G1, March 13, 2019. [URL]
Google. 2013. “word2vec.” Google Code Archive, July 29, 2013. [URL]
Hine, Gabriel, Jeremiah Onaolapo, Emiliano De Cristofaro, Nicolas Kourtellis, Ilias Leontiadis, Riginos Samaras, Gianluca Stringhini, and Jeremy Blackburn. 2017. “Kek, Cucks, and God Emperor Trump: A Measurement Study of 4chan’s Politically Incorrect Forum and Its Effects on the Web.” In Eleventh International AAAI Conference on Web and Social Media.
Jaki, Sylvia, Tom De Smedt, Maja Gwóźdź, Rudresh Panchal, Alexander Rossa, and Guy De Pauw. 2019. “Online Hatred of Women in the Incels.me Forum: Linguistic Analysis and Automatic Detection.” Journal of Language Aggression and Conflict 7 (2): 240–268.
Jesus, Victor de. 2023. “O Cheiro do Racismo na Cultura Político-afetiva Higienista Brasileira: o Saneamento do Corpo-dejeto.” Psicologia & Sociedade 341: e257400.
Kelly, Annie. 2017. “The Alt-Right: Reactionary Rehabilitation for White Masculinity.” Soundings 661: 68–78.
Lapidot-Lefler, Noam, and Azy Barak. 2012. “Effects of Anonymity, Invisibility, and Lack of Eye-Contact on Toxic Online Disinhibition.” Computers in Human Behavior 28 (2): 434–443.
Li, Yang, and Tao Yang. 2018. “Word Embedding for Understanding Natural Language: A Survey.” In Guide to Big Data Applications, edited by Shuba Srinivasan, 83–104. Springer.
Lin, Jie Liang. 2017. “Antifeminism Online: MGTOW (Men Going their Own Way).” In Digital Environments. Ethnographic Perspectives across Global Online and Offline Spaces, edited by Urte Undine Frömming, Steffen Köhn, Samantha Fox, and Mike Terry, 77–96. Transcript Verlag.
Meira, Luís Antônio Alves. 2021. “Infiltrado no Chan: Economia e Linguagem do Ódio.” Master’s Thesis, Pontifícia Universidade Católica de Campinas.
Miguel, Luis Felipe. 2021. “O Mito da ‘Ideologia de Gênero’ no Discurso da Extrema Direita Brasileira.” Cadernos Pagu 621: e216216.
Mikolov, Tomas, Kai Chen, Greg Corrado, and Jeffrey Dean. 2013. “Efficient Estimation of Word Representations in Vector Space.” arXiv preprint arXiv:1301.3781.
Miskolci, Richard, and Maximiliano Campana. 2017. “‘Ideologia de gênero’: Notas para a Genealogia de um Pânico Moral Contemporâneo.” Sociedade e Estado 321: 725–748.
Mittos, Alexandros, Savvas Zannettou, Jeremy Blackburn, and Emiliano De Cristofaro. 2020. “‘And we Will Fight for our Race!”: A Measurement Study of Genetic Testing Conversations on Reddit and 4chan.” In Proceedings of the International AAAI Conference on Web and Social Media 141: 452–463.
Nagle, Angela. 2017. Kill All Normies: Online Culture Wars from 4chan and Tumblr to Trump and the Alt-Right. London: John Hunt.
Nascimento, Gabriel, Flavio Carvalho, Alexandre Martins da Cunha, Carlos Roberto Viana, and Gustavo Paiva Guedes. 2019. “Hate Speech Detection Using Brazilian Imageboards.” In Proceedings of the 25th Brazilian Symposium on Multimedia and the Web, 325–328.
Nunes, Rodrigo. 2020. “Of What Is Bolsonaro the Name.” Radical Philosophy 2 (9): 3–14. [URL]
Parekh, Bhikhu. 2012. “Is There a Case for Banning Hate Speech?” In The Content and Context of Hate Speech: Rethinking Regulation and Responses, edited by Michael Herz, and Peter Molnar, 37–56. Cambridge: Cambridge University Press.
Pena, Lara Pontes Juvencio. 2019. “‘Globalismo”: o Discurso em Política Internacional sob a Ideologia da Nova Extrema Direita Brasileira.” Fronteira: Revista de Iniciação Científica em Relações Internacionais 18 (36): 371–386. [URL]
Roth, Simon, and Fabio Votta. 2018. “Decoding the Alt-Right.” In 3rd Biennial Conference Amsterdam August 2018 – Vox Pol.
Salgado, Daniel, Igor Mello, and Marcella Ramos. 2018. “Como funciona o maior grupo de propagação de ódio na internet brasileira, que lucra com misoginia, racismo e homofobia.” Época, June 29, 2018. [URL]
Siqueira, Filipe, and Caíque Guimarães. 2019. “Em fórum extremista, atiradores pediram ‘dicas’ para atacar escola.” R7, March 13, 2019. [URL]
Törnberg, Anton, and Petter Törnberg. 2016a. “Combining CDA and Topic Modeling: Analyzing Discursive Connections between Islamophobia and Anti-Feminism on an Online Forum.” Discourse & Society 27 (4): 401–422.
. 2016b. “Muslims in Social Media Discourse: Combining Topic Modeling and Critical Discourse Analysis.” Discourse, Context & Media 131: 132–142.
Transgender Europe (TGEU). 2023. “Trans Murder Monitoring.” Transrespect Versus Transphobia Worldwide (TvT Project). [URL]
Tuters, Marc, and Sal Hagen. 2020. “(((They))) Rule: Memetic Antagonism and Nebulous Othering on 4chan.” New Media & Society 22 (12): 2218–2237.
Valle-Nunes, Luiz H. 2021. “Os Imageboards e os seus Recursos Compartilhados: Um Estudo de Caso em Síntese de Autoria Forense.” Language and Law/Linguagem e Direito 7 (1–2): 77–93.
Velho, Eduardo Gabriel. 2018. “Análise das Apropriações do Anonimato nas Subculturas dos Imageboards.” Master’s Thesis, Universidade Feevale.