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Individuals vary in their degree of visual imagery, ranging from absent to vivid imagery. Recent proposals suggest that differences in the visual system along this imagery spectrum should also influence the complexity of other internally generated visual experiences. Here, we used tools from natural language processing to analyze free-text descriptions of hallucinations from &amp;gt;4000 participants, asking whether people with different imagery phenotypes see different things in their mind\u2019s eye during Ganzflicker-induced hallucinations. Topic modeling of descriptions revealed that strong imagers described complex, naturalistic content, while weak imagers reported simple geometric patterns. Using crowd-sourced sensorimotor norms, we also found that participants with stronger imagery used language with richer perceptual associations. These findings may reflect individual variation in coordination between early visual areas and higher-order regions relevant for the imagery spectrum.<\/jats:p>","DOI":"10.1093\/nc\/niag016","type":"journal-article","created":{"date-parts":[[2026,4,24]],"date-time":"2026-04-24T11:44:20Z","timestamp":1777031060000},"source":"Crossref","is-referenced-by-count":0,"title":["From dots to faces: individual differences in visual imagery capacity predict the content of Ganzflicker-induced hallucinations"],"prefix":"10.1093","volume":"2026","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9923-2543","authenticated-orcid":false,"given":"Ana","family":"Chkhaidze","sequence":"first","affiliation":[{"name":"Department of Cognitive Science, University of California \u00a0 San Diego , 9500 Gilman Drive, La Jolla, CA 92093,","place":["United States"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8525-5285","authenticated-orcid":false,"given":"Reshanne R","family":"Reeder","sequence":"additional","affiliation":[{"name":"Department of Psychology, Institute of Population Health, University of Liverpool , Bedford Street South, Liverpool L69 7ZA,","place":["United Kingdom"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Connor","family":"Gag","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, University of California \u00a0 San Diego , 3235 Voigt Drive, La Jolla, CA 92093,","place":["United States"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7586-3447","authenticated-orcid":false,"given":"Anastasia","family":"Kiyonaga","sequence":"additional","affiliation":[{"name":"Department of Cognitive Science, University of California \u00a0 San Diego , 9500 Gilman Drive, La Jolla, CA 92093,","place":["United 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