An Investigation of How Gender-Based Discourse in Pakistani English Reflects and Reproduces Social Ideologies through Corpus Stylistic Patterns and Critical Linguistic Analysis

Pakistan Journal of Social Sciences, Vol. 45(3) 2025, 273-287 273 ©2025 PJSS, Bahauddin Zakariya University Multan Pakistan An Investigation of How Gender-Based Discourse in Pakistani English Reflects and Reproduces Social Ideologies through Corpus Stylistic Patterns and Critical Linguistic Analysis a Ali Rehman, b Ayesha Zafar a Ph.D. Scholar, Department of English, University of Sialkot, Sialkot, Punjab, Pakistan Email: [email protected] b Associate Professor, Department of English, University of Sialkot, Sialkot, Punjab Pakistan Email: [email protected] ARTICLE DETAILS ABSTRACT History: Accepted: 19 September, 2025 Available Online: 30 September, 2025 Objective: This study analyzes how gender-based ideologies across print, broadcast, and digital media are encoded, normalized and reproduced through linguistic patterns. Method: For the analysis, a one-million-word corpus (2020-2025) has been compiled from Pakistani English newspapers, televised debates, and digital media. Using AntConc corpus stylistic instruments i.e., keyness, collocation, dispersion, and semantic prosody have been applied. Fairclough’s CDA, van Dijk’s socio-cognitive framework, Butler’s theory of performativity, and Feminist CDA have provided interpretive lenses for explaining the results. Results: The analysis revealed that terms like morality, domesticity, vulnerability, and respectability are frequently associated with females, whereas males are consistently linked with leadership, rationality, decisiveness, and authority. Further, semantic prosody indicates that a conditional positivity is shown toward women (based on decency) while overwhelmingly positive associations are reserved only for men. Feminist discourse is often framed as if a foreign agenda, radical change, or a threatening to Pakistani culture. A wider male representation across media genres is confirmed through dispersion patterns. Conclusion: An empirical evidence is achieved through this study by revealing that Pakistani English works as an ideological medium that reinforces patriarchal hierarchies. Mainstream media remain dominated by traditional gendered framings, while counter-discourses are emerging on digital spaces. The findings also suggest implications for media policy, education, and inclusive language practices. © 2025 The authors. Published by PJSS, BZU. This is an open-access research paper under the Creative Commons Attribution-Non-Commercial 4.0 Keywords: Corpus Stylistics; Pakistani English; Gender Ideology; Critical Discourse Analysis; Language and Power Recommended Citation: Rehman, A., & Zafar, A. (2025). An Investigation of How Gender-Based Discourse in Pakistani English Reflects and Reproduces Social Ideologies through Corpus Stylistic Patterns and Critical Linguistic Analysis. Pakistan Journal of Social Sciences, 45(3), 107-108. DOI: 10.5281/zenodo.17699230 *Corresponding Author’s email address: [email protected] Pakistan Journal of Social Sciences ISSN (E) 2708-4175 ISSN (P) 2074-2061 Volume 45: Issue 3 September 2025 Journal homepage: https://pjss.bzu.edu.pk Pakistan Journal of Social Sciences, Vol. 45(3) 2025, 273-287 274 1. Introduction Language does not simply work as a means of communication but also as a coercive medium through which societies build, preserve, and legalize social hierarchies. Here in the Pakistani context, language functions as an important place of ideological conflict where issues of gender, morality, and power are perpetually discussed. Being a postcolonial and language of elite, English holds a special significant place. Though it is often associated with upto-dateness, learning, and prestigiousness, yet paradoxically it creates conventional, and patriarchal ideologies transmitted from religious, colonial, and socio-cultural systems (Rahman, 2019). Thus, the baffling role of English as an emancipatory and ideological language makes it a perfect channel for investigating how gendered discourse in Pakistan reflects and strengthens social structures of power. This study unveils the patterns that help in embedding social ideologies in linguistic forms in Pakistani English, through a gender-based discourse. An ideological weight that shapes how individuals and institutions perceive men and women is carried through words, collocations and metaphors, revealing that they are not neutral in themselves. Studies in Critical Discourse Analysis (CDA) present that linguistic patterns frequently encode underlying hierarchies attributing morality, obedience, and domesticity only to women while decorating men with authority, rationality, and leadership (Fairclough, 1995; Lazar, 2018; van Dijk, 1998). These ideological constructions across print, broadcast, and online platforms are visible in the Pakistani media viewpoint, where discourse about women is framed through moral or nationalistic lenses (Zia, 2022; Rizvi, 2023). This article has constructed upon this traditional critical analysis but a corpus stylistic approach has also deployed to provide an empirical validation for ideological claims. The identification of statistically significant lexical and grammatical patterns that show how ideology works through repetition and collocations enabled through corpus stylistics, that combines computational text analysis with interpretive linguistics (Baker, 2010; Stubbs, 1996). The study bridges quantitative and qualitative paradigms by incorporating corpus evidence with CDA, to unmask the patterns through which Pakistani English encrypts gender ideology through ordinary discourse. Furthermore, the study broadens the discussion to larger sociolinguistic implications for Pakistani English as a developing variety. A stylistic identity of this localized version of English is being shaped through the patterns of gender representation in media discourse, influencing how speakers and writers create meaning, identity, and social relations. Thus, discernment of these patterns has linguistic as well as social connection meaning that it helps intellectuals to explore ideological tendencies and suggests evidence-based insights to educationists and policymakers for promoting evenhanded discourse practices. Therefore, the paper, looks into how gender-based discourse in Pakistani English reflects and reproduces social ideologies through corpus stylistic and critical linguistic analysis. It aims to present how English operates as an ideological agency by centering on repeated patterns of gender representation in media and public communication, that depict and frames social cognition toward gender and power in Pakistan. 2. Literature Review 2.1 Language, Ideology, and Gender Language does not merely reflect social reality but actively builds it through ideological selection and repetition. Gendered language plays a central role in patriarchal societies like Pakistan, in keeping up cultural hierarchies and moral frameworks (Cameron, 2020). Lakoff (1975) an early feminist linguist stressed that gendered language encodes social difference. While Lazar (2018) a contemporary linguist demonstrates the patterns through which discourse strategically maintains gender asymmetry via elusive critical choices. In media discourse this intersection of language and ideology is visible, especially where linguistic structures create meaning systems which support or challenge predominant standards. Pakistan Journal of Social Sciences, Vol. 45(3) 2025, 273-287 275 Linguistic choices e.g., metaphors, pronouns, and collocations are patterned in such a way that a gender ideology is manifested which represents women as lame, emotive, or moralized subjects and men as approved and intelligent performers (van Dijk, 1998). Therefore, these discursive symbols are not merely descriptive but are prescriptive, because they frame what is considered as socially accepted gender behavior. Power operates discursively by constructing the linguistic borders of thought, making difference to be appeared as natural and inevitable (Fairclough, 1995). 2.2 Critical Discourse Analysis (CDA) and Ideological Representation CDA gives a powerful and inclusive conceptual base for analyzing how linguistic structures construct and produce ideology. Fairclough’s (1995) three-dimensional framework consists of textual, discursive, and social practice that indicates how individual texts are set inside deeper social and institutional structures. Further, this model has been supported by Van Dijk’s (2006) socio-cognitive approach which explains how discourse determines shared social thought through continual linguistic patterns. Therefore, to be aligned with this concept, when discourses about gender become normalized, they shape joint mental models that correlate masculinity with power and femininity with restrictions and conditions. These ideological processes are intensified in Pakistan through religion and nationalism, both frame women as social symbols of decency and cohesion (Zia, 2022). Such representations run through repeated linguistic cues for example nouns like leader, strong man, and hero rule the descriptions of men while adjectives like modest, virtuous, and respectable come out frequently in association with women. So, the gendered power relations seem legitimate and natural when the recurrence of these terms across several genres approves an unwavering ideological schema. 2.3 Feminist CDA and Discursive Construction of Gender Feminist CDA, emphasizes that language works as a point of gendered power conflict (Lazar, 2018). It spans traditional CDA by concentrating expressly on patriarchy as an institutional and ideological system created through discourse. Feminist CDA reveals how modern institutions like education, law, and media use the language of morals, culture, and religion to regulate female agency especially in the South Asian context, (Mahmood, 2012; Zia, 2022). Media discourse regularly communicate women in binary frames: virtuous mothers versus immoral activists, guardians of culture versus westernized feminists (Ali & Shah, 2020; Rizvi, 2023). These symbolizations not simply set women’s social roles but also demarcate the political subjectivity. Thus, Feminist CDA gives a critical lens for distinguishing how ideology functions through linguistic choices and for suggesting resistivity in counterdiscourses that reframe women as independent individuals. 2.4 Corpus Stylistics and Critical Linguistics Where CDA provides interpretive profundity, corpus stylistics proposes an empirical foundation. Corpus linguistics uses computational means to examine larger datasets, distinguishing statistically important linguistic patterns (Baker, 2010). It becomes a strong methodology for connecting linguistic form to social meaning when joint with stylistics (Stubbs, 1996; Partington, 2004). Corpus stylistic techniques i.e., keyness, collocation, concordance, and semantic prosody quantify the repetition of linguistic forms and bring out how meaning is improved through frequency. Corpus-assisted CDA (CADS), a hybrid approach merges the objectivity of quantitative analysis with the interpretive ripeness of discourse studies (Baker and McEnery, 2015). Ideological tendencies through CADS, become visible not through separated illustrations but through repeated patterns across genres and media. For instance, the overrepresentation of woman with words like moral and obedient may signal ideological expectations embedded in discourse. In this work, corpus stylistic tools help in discovering such implicit linguistic ideologies found in Pakistani English. Pakistan Journal of Social Sciences, Vol. 45(3) 2025, 273-287 276 2.5 Pakistani English and Gendered Representation As a postcolonial variety, Pakistani English, carries superimposed ideological histories. It is described as both an elite medium and a cultural interbred, shaped by colonial legacy and Islamic moral frameworks (Rahman, 2019). English in Pakistan often remains infused with conservative socio-religious ideologies that regulate gender discourse but it also symbolizes modernity and educational background (Baig & Rehman, 2021). These tensions regarding gendered representation are reflected in Pakistan through English language media, found that Female politicians and activists are often represented through moral or emotional adjectives, while men are framed through leadership and logic (Ali and Shah, 2020). Similarly, coverage of feminist movements for example the Aurat March was described through metaphors of chaos, westernization, and rebellion to delegitimize female voices (Rizvi, 2023). Thus, van Dijk’s (2006) model of ideological polarization is also affirmed through the findings where discourse constructs “us” versus “them” dichotomies which stretch forth social control. Even then, a place for linguistic discussion and resistance is provided by Pakistani English for instance to overturn patriarchal norms, women's rightist journalists and digital activists have started relexicalizing orthodox metaphors, using wit and code-switching. Counter-discourses that contest dominant frames are created by re-appropriating expressions like Boss Lady or She Leads Pakistan. Knowledge of these emerging trends, requires analytical models, a gap that can be effectively bridged through corpus stylistic CDA because it can account for both statistical patterns and sociocultural meanings. 2.6 Research Gap and Rationale Despite a growing interest of researchers in language and gender, there is an inadequacy of work that engages corpus stylistic methods in Pakistani English. Existing studies are either missing empirical verification of linguistic frequency and distribution or relies only on qualitative CDA. Further, a limited work has been done that can inform the patterns through which English, under the guise of modern way of expression, a symbol of prestige functions as a transit for transmitting patriarchal ideology. These gaps are therefore, addressed here through an integration of corpus stylistics with critical linguistic interpretation for analyzing how gender-based discourse in Pakistani English shows and creates social ideologies. The study also contributes to the deeper understanding of Pakistani English as a socially integrated linguistic variety that represents a colonial residue as well as indigenous social hierarchies. Therefore, the study providing a multi-layered analysis that incorporates quantitative precision with critical perception, stands at the intersecting point among language, gender, and ideology. 3. Research Objectives The current study has been planned to investigate how linguistic structures in Pakistani English encode and reproduce gender-based ideologies among various media and public communication genres. The particularized objectives are:  To determine statistically important linguistic patterns (lexical, collocational, and semantic) in Pakistani English that shape the representation of gender.  To identify how these recurrent linguistic patterns in Pakistan’s sociocultural context reflect the implicit social ideologies of patriarchy, morality, and authority.  To explain these corpus-based patterns through critical linguistic and discourse frameworks to unveil how English works as a medium of ideological discussion.  To judge the implications of these findings for recognising Pakistani English as a localized variety and for promoting equitable language practices in media, education, and public discourse. 3.1 Research Questions The study addresses the following questions structured on the above objectives: i. What recurrent lexical and collocational patterns indicate gendered representations of power and morality, in Pakistani English media discourse? Pakistan Journal of Social Sciences, Vol. 45(3) 2025, 273-287 277 ii. How do these linguistic patterns in Pakistani society, agree to deeper ideological constructs such as patriarchy, nationalism, and religion? iii. In what ways does English-language media reproduce or challenge traditional gender norms through discourse? iv. How can corpus stylistic evidence reveal the socio-cognitive mechanisms behind such gendered representations with a CDA and Feminist CDA support? 4. Methodology 4.1 Research Design Through a mixed-methods corpus stylistic design, this research combines quantitative corpus analysis with qualitative critical interpretation. The study follows the Corpus-Assisted Discourse Studies (CADS) paradigm (Baker, 2010), which combines the statistical precision of computational methods with the interpretive depth of Critical Discourse Analysis (CDA). Recurring lexical and collocational patterns in the corpus are identified through quantitative analysis, whereas qualitative explanation places these patterns in the socio-ideological framework of Pakistani society. 4.2 Theoretical Framework The study includes three supporting perspectives in theoretical framework:  For analyzing texts at textual, discursive, and social levels, Fairclough’s (1995) Three-Dimensional CDA Model has been employed to show the relationship between language and power.  For demonstrating how discourse constructs shared mental models that produce social inequality and gender stereotypes, van Dijk’s (1998, 2006) Socio-Cognitive Model has been taken as refuge.  To highlight how gender is performed and normalized through linguistic repetition and discursive control, Butler’s (1990) Theory of Performativity, integrated with Feminist CDA (Lazar, 2018) have been sought.  An analysis from surface linguistic patterns to the deeper ideological and performative dimensions of gendered discourse in Pakistani English is helped through these theories. 4.3 Corpus Compilation and Description For this study, a one-million-word corpus corresponding English-language public discourse in Pakistan (20202025) was compiled. It comprises three sub-corpora: Table 1 Corpus Compilation and Description Sub-Corpus Source Type Size (Words) Description Print Media Dawn, The News, Express Tribune 400,000 Articles, popular opinion columns, and feature articles on gender, politics, and culture Broadcast Media Capital Talk, News Eye, Off the Record 300,000 Written record from televised debates and interviews covering gender and morality Digital Media X (Twitter), Facebook, Blogs 300,000 Online editorials, Public posts, and comment threads on feminism, social roles, and gender debates 4.3.1 Rationale for Selection Personal and opinion columns have been chosen due to their evidential readership and discursive influence in shaping public opinion. these columns unlike to straightforward news reporting, provide evaluative language and Pakistan Journal of Social Sciences, Vol. 45(3) 2025, 273-287 278 ideological framing, making them perfect for analyzing how gender ideologies are linguistically constructed and disseminated among Pakistan’s English-educated elite. 4.3.2 Inclusion Criteria  Texts published between 2020 and 2025 in English-language media originating from Pakistan.  Publicly accessible material with identifiable authorship or institutional affiliation.  Content explicitly referencing gender, morality, family, feminism, or social identity. 4.3.3 Exclusion Criteria  Translations from Urdu or regional languages.  Anonymous or private social media content.  Duplicated or machine-generated material (advertisements, automated posts). Using AntConc 3.6.7, all texts have been pre-processed, tokenized, lemmatized, and normalized to lowercase. From general Pakistani English (politics, education, sports, business), a reference corpus of five million words has been extracted to serve as a neutral baseline for keyness comparison. 4.4 Analytical Procedures Step 1: Keyword and Frequency Analysis Remarkably over delineated lexical items in the gender corpus compared with the reference corpus by using the log-likelihood test (p < .001) have been identified. Frequencies have been normalized per 10,000 words to help comparability across sub-corpora. Terms that highlight gender like woman, man, girl, feminist, wife, and leader have been identified through this process. Step 2: Collocation and Dispersion Analysis Mutual Information (MI > 3) and logDice (> 3) in a ±5-word window have been used to measure collocational strength. Besides this Juilland’s D has been employed to value dispersion, guaranteeing that recurring patterns were not confined to a few texts. Then, frequent collocates e.g., morality, domesticity, and power have been thematically categorized. Step 3: Semantic Prosody and Concordance Analysis Semantic prosody has been examined by analyzing 200 concordance lines per keyword to find out evaluative tendencies whether gendered terms co-occurred with positive, negative, or conditional moral judgments. Stubbs (1996) and Louw (1993), have been followed to analyze the ideological orientations in the use of gendered vocabulary. Step 4: Qualitative CDA Interpretation To explicate how linguistic structures, construct cognitive frames of gender and authority, quantitative findings have been processed through Fairclough’s (1995) and van Dijk’s (2006) models. How language enacts and naturalizes gender hierarchies has been further showed up through Feminist CDA and Butler’s performativity lens. 4.5 Reliability and Validity Cross-validation of results across all three media sub-corpora had ensured the reliability. To remove false positives, especially in cases of irony, quotations, or sarcasm manual verification was conducted as well as through triangulation with existing qualitative studies on Pakistani media discourse, validity has been strengthened (Ali & Shah, 2020; Rizvi, 2023; Zia, 2022). Thus, the combination of statistical measurement and critical interpretation secures both empirical accuracy and contextual depth. Pakistan Journal of Social Sciences, Vol. 45(3) 2025, 273-287 279 4.6 Ethical Considerations The ethical standards of the Association of Internet Researchers (AoIR, 2019) have been followed throughout the study. Only publicly available data with removed personal identifiers have been analyzed. Making certain a full compliance with research ethics and digital data transparency, no private communication or restricted-access material have been included. 4.7 Scope and Limitations The focus of this research is exclusively on English-language media in Pakistan and it does not include Urdu or regional-language platforms where gender narratives may dissent. Also, the corpus only represents a five-year sociopolitical period (2020-2025) characterized by intensified debate around feminism and morality. To compare ideological shifts across time and language communities, future research may broaden the analysis diachronically or cross-linguistically. 5. Data Analysis and Interpretation In this section the corpus findings are presented in two phases: (1) Quantitative keyword and collocation patterns, and (2) Qualitative critical discourse interpretation. Together, these analyses enlightens the patterns through which gender-based discourse in Pakistani English reflects and reproduces social ideologies of patriarchy, morality, and authority. 5.1 Quantitative Findings: Keyword and Frequency Overview In the keyword analysis the gender corpus (1M words) was compared with the 5M-word neutral reference corpus. using Log-likelihood (p < .001) was used to identify words significantly overrepresented in gendered discourse in keyword extraction. Table 2 Top Keywords in Gender-Based Discourse (Pakistani English, 2020–2025) Rank Keyword LL Value Dispersion (D) Thematic Field Common Collocates 1 woman 845.2 0.73 Morality, Respectability moral, modest, mother, home 2 man 512.6 0.81 Leadership, Power strong, leader, brave, decisive 3 girl 367.4 0.64 Victimhood, Youth young, victim, harassed, honor 4 feminist 289.1 0.59 Resistance, Activism western, radical, protest 5 wife 240.5 0.68 Domesticity faithful, mother, duty, family 6 leader 213.4 0.77 Authority, Politics national, strong, man 7 mother 201.7 0.71 Care, Morality nurturing, pious, selfless 8 respect 180.4 0.74 Honor, Religion woman, family, society 5.1.1 Interpretation: A clear lexical polarization between male and female referents is indicated through the frequency patterns. It shows that Female-centered lexemes (e.g., woman, wife, mother, respect) are gathered around domesticity, morality, and piety, while Male-centered lexemes (e.g., man, leader, strong) are dominated in the fields of power, agency, and national identity. This asymmetry reveals how linguistic repetition naturalizes gendered social roles: women are described as subjects of moral evaluation while men appear as agents of action. Pakistan Journal of Social Sciences, Vol. 45(3) 2025, 273-287 280 Figure 1 Keyword Frequency Distribution in Gendered Discourse (Pakistani English Corpus 2020 – 2025) Alt-Text: A bar chart showing the relative frequencies of “man,” “leader,” “woman,” “mother,” “respect,” “girl,” and “feminist.” “Man” and “leader” have the highest normalized frequencies, revealing male-centric visibility and agency in Pakistani English media discourse. 5.2 Collocational Patterns Mutual Information (MI > 3) and logDice (> 3) have been used to conduct collocation analysis with a ±5-word span. Frequent collocates were then categorized thematically. Table 3 Selected Collocational Patterns Node Word Frequent Collocates Semantic Category Observed Ideology woman moral, obedient, respectable, home, role Virtue / Morality Women as moral guardians and domestic figures man strong, wise, decisive, brave, lead Power / Rationality Men as leaders and decision-makers girl young, victim, harassed, murdered Vulnerability Female youth framed as helpless or endangered feminist western, controversial, bold, movement Resistance / Deviance Feminism framed as foreign or radical mother pious, selfless, nurturing, nation Reverence / Symbolism Motherhood idealized as moral and national virtue 5.2.1 Interpretation These collocational tendencies elaborate the moralization of femininity and rationalization of masculinity. A constant pairing of woman with moral and home implies that female respectability is linguistically knotted to domestic attribute and virtue. Contrastively, man corresponds with authority and leadership, strengthening the ideological nexus between masculinity and dominance. Pakistan Journal of Social Sciences, Vol. 45(3) 2025, 273-287 281 5.3 Semantic Prosody and Evaluative Meaning 200 concordance lines for key gender terms were manually analyzed to assess evaluative tendencies. The semantic prosody discovered the following trends: Positive Prosody for Men: Terms like man and leader were surrounded by positive lexical circle likewise, respected, courageous, and visionary. For example: “He emerged as a strong man who guided the nation in crisis.” (The News, 2023) Conditional Positivity for Women: Female referents received approval when conforming to conventional expectations. Positive judgment was dependent upon moral compliance. For instance: “A good woman protects her family’s honor and faith.” (Dawn, 2022) 5.3.1 Negative or Skeptical Prosody for Feminists “These so-called feminists promote western values against our culture.” (Capital Talk, 2023) Feminist discourse has been frequently delegitimized through negative modifiers e.g., so-called, radical, or foreign. 5.3.2 Victimhood Lexicon for Girls and Women The word girl often co-occurred with victim, harassed, and murdered, indicating a recurring narrative of vulnerability rather than concern. These findings go with Lazar’s (2018) observance that patriarchal discourse simultaneously praises and constrains women through rewarding piety and punishing self-reliance. 5.4 Dispersion and Cross-Media Comparison Print Media: Holding out of formal ideological tone strengthening moral respectability and family honor have been observed.  Television: It was observed that on TV male voices dominate public reasoning by amplifying gender polarization, while female participants are either interrupted or framed emotionally.  Digital Media: It shows more diversity, although on social media feminist counter-discourses exist, yet they remain linguistically marginalized due to sarcasm or moralistic criticism.  Dispersion Values: Male terms show higher dispersion (D = 0.81) across all media, implying broader representational range while female terms cluster around limited contexts (D = 0.64), indicating thematic confinement to morality and domesticity. Figure 2 Dispersion of Male and Female Terms Across Media Platforms