The Internal Representations Questionnaire: Measuring modes of thinking
Open accessAbstract
Does the format in which we experience our moment-to-moment thoughts vary from person to person? Many people claim that their thinking takes place in an inner voice and that using language outside of interpersonal communication is a regular experience for them. Other people disagree. We present a novel measure, the Internal Representation Questionnaire (IRQ) designed to assess people's subjective mode of internal representations, and to quantify individual differences in "modes of thinking" along multiple factors in a single questionnaire. Exploratory factor analysis identified four factors: Internal Verbalization, Visual Imagery, Orthographic Imagery, and Representational Manipulation. All four factors were positively correlated with one another, but accounted for unique predictions. We describe the properties of the IRQ and report a test of its ability to predict patterns of interference in a speeded word-picture verification task. Taken together, the results suggest that self-reported differences in how people internally represent their thoughts relates to differences in processing familiar images and written words.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Language augments and transforms cognition.
“Interest in IS has been heightened by evidence that language augments and transforms cognition [23,49,50].”
From Inner speech as language process and cognitive tool (2023) · cites this paper as [49]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
<b>lavaan</b> : An <i>R</i> Package for Structural Equation Modeling
Rosseel, Y. (2012) · Journal of Statistical Software · doi:10.18637/jss.v048.i02 · Cited by 27,955 · see citing works
Constructing validity: Basic issues in objective scale development.
Clark, L. A., & Watson, D. (1995) · Psychological Assessment · doi:10.1037/1040-3590.7.3.309 · Cited by 6,567 · see citing works
Cacioppo, J. T., & Petty, R. E. (1982) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.42.1.116 · Cited by 5,359 · see citing works
Being There: Putting Brain, Body and World Together Again.
van Gelder, T., & Clark, A. (1998) · The Philosophical Review · doi:10.2307/2998391 · Cited by 3,131 · see citing works
Being there: putting brain, body, and world together again
(1997) · Choice Reviews Online · doi:10.5860/choice.34-6204 · Cited by 2,631 · see citing works
The MRC Psycholinguistic Database
Coltheart, M. (1981) · The Quarterly Journal of Experimental Psychology Section A · doi:10.1080/14640748108400805 · Cited by 2,484 · see citing works
Pashler, H., McDaniel, M., Rohrer, D., & Bjork, R. (2008) · Psychological Science in the Public Interest · doi:10.1111/j.1539-6053.2009.01038.x · Cited by 2,147 · see citing works
Concreteness ratings for 40 thousand generally known English word lemmas
Brysbaert, M., Warriner, A. B., & Kuperman, V. (2014) · Behavior Research Methods · doi:10.3758/s13428-013-0403-5 · Cited by 1,821 · see citing works
VISUAL IMAGERY DIFFERENCES IN THE RECALL OF PICTURES
MARKS, D. F. (1973) · British Journal of Psychology · doi:10.1111/j.2044-8295.1973.tb01322.x · Cited by 1,778 · see citing works
Language Acquisition and Conceptual Development
(2001) · doi:10.1017/cbo9780511620669 · Cited by 1,082 · see citing works
Inner Speech: Development, Cognitive Functions, Phenomenology, and Neurobiology
Alderson-Day, B., & Fernyhough, C. (2015) · Psychological Bulletin · doi:10.1037/bul0000021 · Cited by 808 · see citing works
Neuroimaging analyses of human working memory
Smith, E. E., & Jonides, J. J. (1998) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.95.20.12061 · Cited by 788 · see citing works
The cognitive functions of language
Carruthers, P. (2002) · Behavioral and Brain Sciences · doi:10.1017/s0140525x02000122 · Cited by 728 · see citing works
Turning the tables: language and spatial reasoning
Li, P., & Gleitman, L. R. (2002) · Cognition · doi:10.1016/s0010-0277(02)00009-4 · Cited by 711 · see citing works
Cognitive Styles—an overview and integration
Riding, R., & Cheema, I. (1991) · Educational Psychology · doi:10.1080/0144341910110301 · Cited by 704 · see citing works
Lives without imagery – Congenital aphantasia
Zeman, A., Dewar, M., & Della Sala, S. (2015) · Cortex · doi:10.1016/j.cortex.2015.05.019 · Cited by 621 · see citing works
Linguistically Modulated Perception and Cognition: The Label-Feedback Hypothesis
Lupyan, G. (2012) · Frontiers in Psychology · doi:10.3389/fpsyg.2012.00054 · Cited by 516 · see citing works
Self-citationVividness of mental imagery: Individual variability can be measured objectively
Cui, X., Jeter, C. B., Yang, D., Montague, P. R., & Eagleman, D. M. (2007) · Vision Research · doi:10.1016/j.visres.2006.11.013 · Cited by 478 · see citing works
Magic words: how language augments human computation
Clark, A. (1998) · Language and Thought · doi:10.1017/cbo9780511597909.011 · Cited by 466 · see citing works
Mayer, R. E., & Massa, L. J. (2003) · Journal of Educational Psychology · doi:10.1037/0022-0663.95.4.833 · Cited by 412 · see citing works
Object-spatial imagery: a new self-report imagery questionnaire
Blajenkova, O., Kozhevnikov, M., & Motes, M. A. (2006) · Applied Cognitive Psychology · doi:10.1002/acp.1182 · Cited by 386 · see citing works
The blind mind: No sensory visual imagery in aphantasia
Keogh, R., & Pearson, J. (2018) · Cortex · doi:10.1016/j.cortex.2017.10.012 · Cited by 352 · see citing works
Dimensions of Thought Flow in Everyday Life
Klinger, E., & Cox, W. M. (1987) · Imagination, Cognition and Personality · doi:10.2190/7k24-g343-mtqw-115v · Cited by 313 · see citing works
I.--STATISTICS OF MENTAL IMAGERY
GALTON, F. (1880) · Mind · doi:10.1093/mind/os-v.19.301 · Cited by 285 · see citing works
Individual differences in the verification of sentence—picture relationships
MacLeod, C. M., Hunt, E. B., & Mathews, N. N. (1978) · Journal of Verbal Learning and Verbal Behavior · doi:10.1016/s0022-5371(78)90293-1 · Cited by 282 · see citing works
Negative BOLD differentiates visual imagery and perception
Amedi, A., Malach, R., & Pascual-Leone, A. (2005) · Neuron · doi:10.1016/j.neuron.2005.10.032 · Cited by 271 · see citing works
The phenomena of inner experience
Heavey, C. L., & Hurlburt, R. T. (2008) · Consciousness and Cognition · doi:10.1016/j.concog.2007.12.006 · Cited by 262 · see citing works
Galton, F. (2009) · Cited by 258 · see citing works
Language and reality: An introduction to the philosophy of language
Devitt, M., & Sterelny, K. (1987) · Cited by 253 · see citing works
Individual differences in mental imagery ability: A computational analysis
Kosslyn, S. M., Brunn, J. L., Cave, K. R., & Wallach, R. W. (1984) · Cognition · doi:10.1016/0010-0277(84)90025-8 · Cited by 241 · see citing works
Styles of Learning and Thinking Matter in Instruction and Assessment
Sternberg, R. J., Grigorenko, E. L., & Zhang, L. (2008) · Perspectives on Psychological Science · doi:10.1111/j.1745-6924.2008.00095.x · Cited by 241 · see citing works
Verbal and visual learning styles
Kirby, J. R., Moore, P. J., & Schofield, N. J. (1988) · Contemporary Educational Psychology · doi:10.1016/0361-476x(88)90017-3 · Cited by 223 · see citing works
McCarthy-Jones, S., & Fernyhough, C. (2011) · Consciousness and Cognition · doi:10.1016/j.concog.2011.08.005 · Cited by 222 · see citing works
The Descriptive Experience Sampling method
Hurlburt, R. T., & Akhter, S. A. (2006) · Phenomenology and the Cognitive Sciences · doi:10.1007/s11097-006-9024-0 · Cited by 222 · see citing works
Classical and Modern Methods of Psychological Scale Construction
Simms, L. J. (2007) · Social and Personality Psychology Compass · doi:10.1111/j.1751-9004.2007.00044.x · Cited by 206 · see citing works
The Self-Talk Scale: Development, Factor Analysis, and Validation
Brinthaupt, T. M., Hein, M. B., & Kramer, T. E. (2008) · Journal of Personality Assessment · doi:10.1080/00223890802484498 · Cited by 198 · see citing works
The evocative power of words: Activation of concepts by verbal and nonverbal means.
Lupyan, G., & Thompson‐Schill, S. L. (2011) · Journal of Experimental Psychology General · doi:10.1037/a0024904 · Cited by 171 · see citing works
Self-citationHow Language Programs the Mind
Lupyan, G., & Bergen, B. K. (2015) · Topics in Cognitive Science · doi:10.1111/tops.12155 · Cited by 171 · see citing works
Self-citationToward a phenomenology of inner speaking
Hurlburt, R. T., Heavey, C. L., & Kelsey, J. M. (2013) · Consciousness and Cognition · doi:10.1016/j.concog.2013.10.003 · Cited by 166 · see citing works
Words Jump-Start Vision: A Label Advantage in Object Recognition
Boutonnet, B., & Lupyan, G. (2015) · Journal of Neuroscience · doi:10.1523/jneurosci.5111-14.2015 · Cited by 154 · see citing works
Self-citationThe centrality of language in human cognition
Lupyan, G. (2016) · Language Learning · doi:10.1111/lang.12155 · Cited by 137 · see citing works
Self-citationDimensions of Reading Motivation: Development of an Adult Reading Motivation Scale
Schutte, N. S., & Malouff, J. M. (2007) · Reading Psychology · doi:10.1080/02702710701568991 · Cited by 125 · see citing works
What Do Words Do? Toward a Theory of Language-Augmented Thought
Lupyan, G. (2012) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/b978-0-12-394293-7.00007-8 · Cited by 120 · see citing works
Self-citationSensory experience ratings for over 5,000 mono- and disyllabic words
Juhasz, B. J., & Yap, M. J.-M. (2012) · Behavior Research Methods · doi:10.3758/s13428-012-0242-9 · Cited by 119 · see citing works
Hill, B. D., Foster, J. D., Elliott, E. M., Shelton, J. T., McCain, J., & Gouvier, W. D. (2012) · Journal of Research in Personality · doi:10.1016/j.jrp.2012.11.001 · Cited by 116 · see citing works
Alderson-Day, B., Mitrenga, K., Wilkinson, S., McCarthy-Jones, S., & Fernyhough, C. (2018) · Consciousness and Cognition · doi:10.1016/j.concog.2018.07.001 · Cited by 116 · see citing works
Lupyan, G. (2009) · Psychonomic Bulletin & Review · doi:10.3758/pbr.16.4.711 · Cited by 110 · see citing works
Self-citationWhat makes words special? Words as unmotivated cues
Edmiston, P., & Lupyan, G. (2015) · Cognition · doi:10.1016/j.cognition.2015.06.008 · Cited by 108 · see citing works
Self-citationThe Neural Correlates of Visual and Verbal Cognitive Styles
Kraemer, D. J. M., Rosenberg, L. M., & Thompson‐Schill, S. L. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.4635-08.2009 · Cited by 107 · see citing works
Duncan, R. M., & Cheyne, J. A. (1999) · Canadian Journal of Behavioural Science / Revue canadienne des sciences du comportement · doi:10.1037/h0087081 · Cited by 86 · see citing works
Leutner, D., & Plass, J. L. (1998) · Computers in Human Behavior · doi:10.1016/s0747-5632(98)00023-5 · Cited by 84 · see citing works
The Language Hoax: Why the World Looks the Same in Any Language
McWhorter, J. H. (2014) · Cited by 78 · see citing works
Inner Speech as a Cognitive Process Mediating Self-Consciousness and Inhibiting Self-Deception
Siegrist, M. (1995) · Psychological Reports · doi:10.2466/pr0.1995.76.1.259 · Cited by 78 · see citing works
Synchronizing Visual and Language Processing: An Effect of Object Name Length on Eye Movements
Zelinsky, G. J., & Murphy, G. L. (2000) · Psychological Science · doi:10.1111/1467-9280.00227 · Cited by 77 · see citing works
Baldo, J. V., Paulraj, S. R., Curran, B. C., & Dronkers, N. F. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01523 · Cited by 75 · see citing works
Individual differences in reported visual imagery and memory performance*
McKelvie, S. J., & Demers, E. G. (1979) · British Journal of Psychology · doi:10.1111/j.2044-8295.1979.tb02142.x · Cited by 72 · see citing works
Individual Differences and Instruction
Jonassen, D. H., & Grabowski, B. L. (2012) · Routledge eBooks · doi:10.4324/9780203052860-7 · Cited by 66 · see citing works
Forder, L., & Lupyan, G. (2019) · Journal of Experimental Psychology General · doi:10.1037/xge0000560 · Cited by 54 · see citing works
Self-citationBeyler, J., & Schmeck, R. R. (1992) · Educational and Psychological Measurement · doi:10.1177/0013164492052003021 · Cited by 49 · see citing works
Are Inner Speech Self-Report Questionnaires Reliable and Valid?
Uttl, B., Morin, A., & Hamper, B. (2011) · Procedia - Social and Behavioral Sciences · doi:10.1016/j.sbspro.2011.10.332 · Cited by 44 · see citing works
Inner speech deficits in people with aphasia
Langland‐Hassan, P., Faries, F. R., Richardson, M. J., & Dietz, A. R. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00528 · Cited by 42 · see citing works
Calvete, E., Estévez, A., Landín, C., Martínez, Y., Cardeñoso, O., Villardón, L., & Villa, A. (2005) · The Spanish Journal of Psychology · doi:10.1017/s1138741600004960 · Cited by 42 · see citing works
McKelvie, S. J. (1994) · British Journal of Psychology · doi:10.1111/j.2044-8295.1994.tb02510.x · Cited by 36 · see citing works
The Paradox of the Universal Triangle: Concepts, Language, and Prototypes
Lupyan, G. (2016) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2015.1130730 · Cited by 34 · see citing works
Self-citationScientists Are Not Deficient in Mental Imagery: Galton Revised
Brewer, W. F., & Schommer-Aikins, M. (2006) · Review of General Psychology · doi:10.1037/1089-2680.10.2.130 · Cited by 30 · see citing works
Heavey, C., Moynihan, S. A., Brouwers, V., Lapping-Carr, L., Krumm, A. E., Kelsey, J. M., Turner, D. K., & Hurlburt, R. T. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.02615 · Cited by 28 · see citing works
Alderson‐Day, B., & Fernyhough, C. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00517 · Cited by 23 · see citing works
Implicit object naming in visual search: Evidence from phonological competition
Walenchok, S. C., Hout, M. C., & Goldinger, S. D. (2016) · Attention Perception & Psychophysics · doi:10.3758/s13414-016-1184-6 · Cited by 19 · see citing works
Barca, L., Benedetti, F., & Pezzulo, G. (2015) · Journal of Cognitive Psychology · doi:10.1080/20445911.2015.1101117 · Cited by 14 · see citing works
Spatial language and the psychological reality of schematization
Holmes, K. J., & Wolff, P. (2013) · Cognitive Processing · doi:10.1007/s10339-013-0545-5 · Cited by 12 · see citing works
Adults and Children with High Imagery Show More Pronounced Perceptual Priming Effect
Hatakeyama, T. (1997) · Perceptual and Motor Skills · doi:10.2466/pms.1997.84.3c.1315 · Cited by 10 · see citing works
Categorical Discrimination in Humans and Animals
Wasserman, E. A., & Castro, L. (2012) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/b978-0-12-394393-4.00005-4 · Cited by 8 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Bates, D., Mächler, M., Bolker, B., & Walker, S. (2014). Fitting Linear Mixed-Effects Models using lme4. Retrieved from http://arxiv.org/ abs/1406.5823 · arXiv
- Rosseel, Y. (2012). An R package for structural equation modeling. Journal of Statistical Software, 48 (2), 1-36.
Cited by
Sorted by citations
Inner speech as language process and cognitive tool
Fernyhough, C., & Borghi, A. M. (2023) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2023.08.014 · Cited by 101 · see citing works
“Interest in IS has been heightened by evidence that language augments and transforms cognition [23,49,50].”
BackgroundThe psychometric properties of the varieties of inner speech questionnaire-revised in Hebrew
Sabag, T., Zohar, A. H., Kreiner, H., Lev-Ari, L., & Rabinowitz, D. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.1092223 · Cited by 2 · see citing works
- Authors
- Roebuck, H., & Lupyan, G.
- Affiliations
- University of Wisconsin–Madison (US)
- Venue
- Behavior Research Methods
- Published
- 2020-03-12
- Volume
- 52
- Issue
- 5
- Pages
- 2053-2070
- ISSN
- 1554-351X (ISSN-L)
- 1554-3528
- OpenAlex
- W3012433702
- Cited by
- 56
- References
- 72
- Citations by year
- 2026: 13 · 2025: 15 · 2024: 7 · 2023: 10 · 2022: 6 · 2021: 2 · 2020: 3
- FWCI
- 5.75
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Behavior Research Methods (publishedVersion)
- PubMed (publishedVersion)
- PsyArXiv (OSF Preprints) (submittedVersion)
- Topics
- Social Sciences › Psychology › Social Psychology › Social Representations and Identity
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Categorization, perception, and language
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
- Keywords
- internal representations, modes of thinking, individual differences, inner speech, verbalization, visual imagery, speeded response
- MeSH terms
- Humans, Imagination, Language, Surveys and Questionnaires, Thinking
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review