Linguistic Features and Psychological States: The Case of Virginia Woolf

Overview

Journal Front Psychol

Date 2022 Apr 4

PMID 35369197

Authors

Xiaowei Du

Affiliations

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Abstract

This study investigated the relation between psychological states and linguistic features with the case of Virginia Woolf. We analyzed the data from and by automatic text analysis and statistical analysis, including stepwise multiple regression and Deep Learning algorithm. The results suggested that the significant linguistic features can jointly predict the psychological states of Virginia Woolf, including the emotional value of , the absolutist word "," and the total of first-person plural pronouns. In addition, we found that the total use of first-person plural pronouns and the emotional value of were negatively related to mental health of Virginia Woolf. While the use of the absolutist word "" was positively related to mental health of Virginia Woolf. Meanwhile, we developed a model that can predict the psychological states of Virginia Woolf, with 86.9% accuracy. We discussed the findings and enumerated the limitations of this study at the end of the paper. The results not only complemented previous studies in the understanding of the relation between language and psychological health, but also facilitated timely identification, intervention, and prevention of mental disorders.

References

Kahn J, Tobin R, Massey A, Anderson J . Measuring emotional expression with the Linguistic Inquiry and Word Count. Am J Psychol. 2007; 120(2):263-86. View

Rodrigues R, das Dores R, Camilo-Junior C, Rosa T . SentiHealth-Cancer: A sentiment analysis tool to help detecting mood of patients in online social networks. Int J Med Inform. 2015; 85(1):80-95. DOI: 10.1016/j.ijmedinf.2015.09.007. View

Ekman P . Facial expression and emotion. Am Psychol. 1993; 48(4):384-92. DOI: 10.1037//0003-066x.48.4.384. View

Herbert C, Bendig E, Rojas R . My Sadness - Our Happiness: Writing About Positive, Negative, and Neutral Autobiographical Life Events Reveals Linguistic Markers of Self-Positivity and Individual Well-Being. Front Psychol. 2019; 9:2522. PMC: 6331680. DOI: 10.3389/fpsyg.2018.02522. View

Simmons R, Chambless D, Gordon P . How do hostile and emotionally overinvolved relatives view relationships? What relatives' pronoun use tells us. Fam Process. 2008; 47(3):405-19. DOI: 10.1111/j.1545-5300.2008.00261.x. View

Campbell R, Pennebaker J . The secret life of pronouns: flexibility in writing style and physical health. Psychol Sci. 2003; 14(1):60-5. DOI: 10.1111/1467-9280.01419. View

Eichstaedt J, Smith R, Merchant R, Ungar L, Crutchley P, Preotiuc-Pietro D . Facebook language predicts depression in medical records. Proc Natl Acad Sci U S A. 2018; 115(44):11203-11208. PMC: 6217418. DOI: 10.1073/pnas.1802331115. View

Lennox R, Verissimo D, Twardek W, Davis C, Jaric I . Sentiment analysis as a measure of conservation culture in scientific literature. Conserv Biol. 2019; 34(2):462-471. DOI: 10.1111/cobi.13404. View

Al-Mosaiwi M, Johnstone T . In an Absolute State: Elevated Use of Absolutist Words Is a Marker Specific to Anxiety, Depression, and Suicidal Ideation. Clin Psychol Sci. 2019; 6(4):529-542. PMC: 6376956. DOI: 10.1177/2167702617747074. View

10.

Lerner J, Gonzalez R, Small D, Fischhoff B . Effects of fear and anger on perceived risks of terrorism: a national field experiment. Psychol Sci. 2003; 14(2):144-50. DOI: 10.1111/1467-9280.01433. View

11.

Pennebaker J, Mehl M, Niederhoffer K . Psychological aspects of natural language. use: our words, our selves. Annu Rev Psychol. 2002; 54:547-77. DOI: 10.1146/annurev.psych.54.101601.145041. View

12.

Barnes D, Lawal-Solarin F, Lester D . Letters from a suicide. Death Stud. 2007; 31(7):671-8. DOI: 10.1080/07481180701405212. View

13.

Jones L, Anderson E, Loades M, Barnes R, Crawley E . Can linguistic analysis be used to identify whether adolescents with a chronic illness are depressed?. Clin Psychol Psychother. 2019; 27(2):179-192. PMC: 7316571. DOI: 10.1002/cpp.2417. View

14.

V Boeira M, Berni G, Passos I, Kauer-SantAnna M, Kapczinski F . Virginia Woolf, neuroprogression, and bipolar disorder. Braz J Psychiatry. 2016; 39(1):69-71. PMC: 7112729. DOI: 10.1590/1516-4446-2016-1962. View

15.

de Avila Berni G, Rabelo-da-Ponte F, Librenza-Garcia D, V Boeira M, Kauer-SantAnna M, Passos I . Potential use of text classification tools as signatures of suicidal behavior: A proof-of-concept study using Virginia Woolf's personal writings. PLoS One. 2018; 13(10):e0204820. PMC: 6200194. DOI: 10.1371/journal.pone.0204820. View

16.

Antoniou E, Bongers P, Jansen A . The mediating role of dichotomous thinking and emotional eating in the relationship between depression and BMI. Eat Behav. 2017; 26:55-60. DOI: 10.1016/j.eatbeh.2017.01.007. View

17.

Kim K, Choi S, Lee J, Sea J . Differences in linguistic and psychological characteristics between suicide notes and diaries. J Gen Psychol. 2019; 146(4):391-416. DOI: 10.1080/00221309.2019.1590304. View

18.

Cohn M, Mehl M, Pennebaker J . Linguistic markers of psychological change surrounding September 11, 2001. Psychol Sci. 2004; 15(10):687-93. DOI: 10.1111/j.0956-7976.2004.00741.x. View

19.

Gortner E, Rude S, Pennebaker J . Benefits of expressive writing in lowering rumination and depressive symptoms. Behav Ther. 2006; 37(3):292-303. DOI: 10.1016/j.beth.2006.01.004. View

20.

Aarts H, Ruys K, Veling H, Renes R, de Groot J, van Nunen A . The art of anger: reward context turns avoidance responses to anger-related objects into approach. Psychol Sci. 2010; 21(10):1406-10. DOI: 10.1177/0956797610384152. View