Evaluative conditioning of artificial grammars: Evidence that subjectively-unconscious structures bias affective evaluations of novel stimuli.
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Evaluative conditioning (EC) refers to the acquisition of emotional valence by an initially-neutral stimulus (conditioned stimulus; CS), after being paired with an emotional stimulus (unconditioned stimulus; US). An important issue regards whether, when participants are unaware of the CS-US contingency, the affective valence can generalize to new stimuli that share similarities with the CS. Previous studies have shown that generalization of EC effects appears only when participants are aware of the contingencies, but we suggest that this is because (a) the contingencies typically used in these studies are salient and easy to detect consciously, and (b) the performance-based measures of awareness (so-called “objective measures”), typically used in these studies, tend to overestimate the amount of available conscious knowledge. We report a preregistered study in which participants (N = 217) were exposed to letter strings generated from two complex artificial grammars that are difficult to decipher consciously. Stimuli from one grammar were paired with positive USs, while those from the other grammar were paired with negative USs. Subsequently, participants evaluated new, previously-unseen, stimuli from the positively-conditioned grammar more positively than new stimuli from the negatively-conditioned grammar. Importantly, this effect appeared even when trial-by-trial subjective measures indicated lack of relevant conscious knowledge. We provide evidence for the generalization of EC effects even without subjective awareness of the structures that enable those generalizations.
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Some studies found evidence for memory-independent EC, while other studies did not.
“Depending on the procedure and analytic approach, some studies found evidence for memory-independent EC (e.g., Hütter & Sweldens 2013, Jurchiș et al. 2020, Walther & Nagengast 2006, Waroquier et al. 2020), while other studies did not (e.g., Kurdi et al. 2022, Mierop et al. 2017, Pleyers et al. 2007, Stahl et al. 2009).”
From Unawareness of Attitudes, Their Environmental Causes, and Their Behavioral Effects (2025) · cites this paper as Jurchiș et al. 2020
The Abstract (page unavailable) reports an EC generalization effect even when subjective measures indicated a lack of relevant conscious knowledge. The Discussion (page unavailable) clarifies that the study measured awareness of grammar–valence relations, not whether participants remembered the valence paired with the evaluated strings. It therefore supports EC without subjective awareness, but not a direct finding about independence from measured contingency memory. (LLM, conf=0.82)
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Small Telescopes: Detectability and the Evaluation of Replication Results
Simonsohn, U. (2015) · Psychological Science · doi:10.1177/0956797614567341 · Cited by 742 · see citing works
Synthetic grammar learning: Implicit rule abstraction or explicit fragmentary knowledge?
Perruchet, P., & Pacteau, C. (1990) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.119.3.264 · Cited by 526 · see citing works
Measuring consciousness: relating behavioural and neurophysiological approaches
Seth, A. K., Dienes, Z., Cleeremans, A., Overgaard, M., & Pessoa, L. (2008) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2008.04.008 · Cited by 458 · see citing works
Self-citationThe subjective experience of emotion: a fearful view
LeDoux, J. E., & Hofmann, S. G. (2018) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2017.09.011 · Cited by 268 · see citing works
Flagged first, then by citations
Research works printed but not linked: 60
- Anwyl-Irvine, A. L., Massonnié, J., Flitton, A., Kirkham, N., & Evershed, J. K. (2019). Gorilla in our Midst: An online behav- ioral experiment builder. Behavior Research Methods. Doi: https://doi.org/10.3758/s13428-019-01237-x · DOI
- Aust, F., Haaf, J. M., & Stahl, C. (2019). A memory-based judg- ment account of expectancy-liking dissociations in evaluative conditioning. Journal of Experimental Psychology: Learning, Memory, and Cognition, 45(3), 417-439. Doi: http://dx.doi.org/10.1037/xlm0000600 · DOI
- Baars, B. J. (1997). In the Theatre of Consciousness. The Work- space of the Mind. New York, NY: Oxford University Press.
- Bradley, M. M., Codispoti, M., Sabatinelli, D., & Lang, P. J. (2001). Emotion and motivation II: sex differences in picture processing. Emotion, 1(3), 300-319.
- Brooks, L. R., & Vokey, J. R. (1991). Abstract analogies and ab- stracted grammars: Comments on Reber (1989) and Mathews et al. (1989). Journal of Experimental Psychology: General, 120(3), 316-323.
- Corneille, O., & Stahl, C. (2019). Associative attitude learning: A closer look at evidence and how it relates to attitude models. Personality and Social Psychology Review, 23(2), 161-189. Doi: https://doi.org/10.1177/1088868318763261 · DOI · Paper page
- Cummins, J., Hussey, I., & Hughes, S. (2019, May 21). The AM- Peror's New Clothes: Performance on the Affect Misattribution Procedure is Mainly Driven by Awareness of Influence of the Primes. Doi: https://doi.org/10.31234/osf.io/d5zn8 · DOI
- Dienes, Z. (2008b). Understanding Psychology as a Science: An Introduction to Scientific and Statistical Inference. New York, NY: Palgrave Macmillan.
- Dienes, Z. (2012). Conscious versus unconscious learning of structure. In P. Rebuschat & J. Williams (Eds), Statistical Learning and Language Acquisition. Mouton de Gruyter Pub- lishers (pp. 337 -364).
- Dienes, Z. (2014). Using Bayes to get the most out of non-signifi- cant results. Frontiers in Psychology, 5, 781. Doi: https://doi.org/10.3389/fpsyg.2014.00781 · DOI · Paper page
- Dienes, Z., Altmann, G., Kwan, L., & Goode, A. (1995). Uncon- scious knowledge of artificial grammars is applied strategi- cally. Journal of Experimental Psychology: Learning, Memory, and Cognition, 21(5), 1322-1338. Doi: http://dx.doi.org/10.1037/0278-7393.21.5.1322 · DOI
- Dienes, Z., & Scott, R. (2005). Measuring unconscious knowledge: Distinguishing structural knowledge and judgment knowledge. Psychological Research, 69(5-6), 338-351. Doi: https://doi.org/10.1007/s00426-004-0208-3 · DOI
- De Houwer, J. (2018). Propositional models of evaluative condi- tioning. Social Psychological Bulletin, 13(3), e28046. Doi: https://doi.org/10.5964/spb.v13i3.28046 · DOI
- Dulany, D. E., Carlson, R. A., & Dewey, G. I. (1984). A case of syntactical learning and judgment: How conscious and how ab- stract? Journal of Experimental Psychology: General, 113(4), 541-555. doi:10.1037/0096-3445.113.4.541 · DOI
- Eder, A. B., Krishna, A., & Van Dessel, P. (in press). Operant Evaluative Conditioning. Journal of Experimental Psychology: Animal Learning and Cognition
- Fazio, R. H., Sanbonmatsu, D. M., Powell, M. C., & Kardes, F. R. (1986). On the automatic activation of attitudes. Journal of Personality and Social Psychology, 50(2), 229-238. Doi: http://dx.doi.org/10.1037/0022-3514.50.2.229 · DOI · Paper page
- Fu, Q., Dienes, Z., & Fu, X. (2010). Can unconscious knowledge allow control in sequence learning?. Consciousness and Cogni- tion, 19(1), 462-474.
- Glaser, T., & Kuchenbrandt, D. (2017). Generalization effects in evaluative conditioning: Evidence for attitude transfer effects from single exemplars to social categories. Frontiers in Psy- chology, 8, 103. https://doi.org/10.3389/fpsyg.2017.00103 · DOI
- Gomez, R. L. (1997). Transfer and complexity in artificial gram- mar learning. Cognitive Psychology, 33(2), 154-207.
- Greenwald, A. G., & De Houwer, J. (2017). Unconscious condi- tioning: Demonstration of existence and difference from con- scious conditioning. Journal of Experimental Psychology: Gen- eral, 146(12), 1705-1721. Doi: http://dx.doi.org/10.1037/xge0000371 · DOI
- Hofmann, W., De Houwer, J., Perugini, M., Baeyens, F., & Crom- bez, G. (2010). Evaluative conditioning in humans: a meta- analysis. Psychological Bulletin, 136(3), 390-421. Doi: http://dx.doi.org/10.1037/a0018916 · DOI
- Hütter, M., Kutzner, F., & Fiedler, K. (2014). What is learned from repeated pairings? On the scope and generalizability of evaluative conditioning. Journal of Experimental Psychology: General, 143(2), 631-643. Doi: http://dx.doi.org/10.1037/a0033409 · DOI
- Hütter, M., Sweldens, S., Stahl, C., Unkelbach, C., & Klauer, K. C. (2012). Dissociating contingency awareness and conditioned attitudes: Evidence of contingency-unaware evaluative condi- tioning. Journal of Experimental Psychology: General, 141(3), 539-557.
- Hütter, M., & Tigges, D. (2019). On the external validity of evalu- ative conditioning: Evaluative responses generalize to modified instances of conditioned stimuli. Journal of Experimental So- cial Psychology, 84, 103824. https://doi.org/10.1016/j.jesp.2019.103824 · DOI
- Ivanchei, I. I., & Moroshkina, N. V. (2018). The effect of subjec- tive awareness measures on performance in artificial grammar learning task. Consciousness and Cognition, 57, 116-133. Doi: https://doi.org/10.1016/j.concog.2017.11.010 · DOI
- Jacoby, L. L. (1991). A process dissociation framework: Separat- ing automatic from intentional uses of memory. Journal of Memory and Language, 30(5), 513-541. Doi: https://doi.org/10.1016/0749-596X(91)90025-F Jurchiș, R., Costea, A., Dienes, Z., Mircea, M., & Opre, A. (2019, November 13). Evaluative conditioning of artificial grammars (Supplementary information and preregistration). Retrieved from osf.io/5jgwp · DOI
- Kurdi, B., Lozano, S., & Banaji, M. R. (2017). Introducing the open affective standardized image set (OASIS). Behavior Research Methods, 49(2), 457-470. Doi: https://doi.org/10.3758/s13428-016-0715-3 · DOI
- Lähteenmäki, M., Hyönä, J., Koivisto, M., & Nummenmaa, L. (2015). Affective processing requires awareness. Journal of Ex- perimental Psychology: General, 144(2), 339-345. Doi: http://dx.doi.org/10.1037/xge0000040 · DOI
- Leganes-Fonteneau, M., Scott, R., & Duka, T. (2018). Attentional responses to stimuli associated with a reward can occur in the absence of knowledge of their predictive values. Behavioural Brain Research, 341, 26-36. Doi: https://doi.org/10.1016/j.bbr.2017.12.015 · DOI
- Levey, A. B., & Martin, I. (1975). Classical conditioning of hu- man 'evaluative' responses. Behaviour Research and Ther- apy, 13(4), 221-226. Doi: https://doi.org/10.1016/0005- 7967(75)90026-1 · DOI
- Ling, X., Zheng, L., Guo, X., Li, S., Song, S., Sun, L., & Dienes, Z. (2018). Cross cultural differences in implicit learning of chunks versus symmetries. Royal Society Open Science, 5, doi: https://doi.org/10.1098/rsos.180469 · DOI
- Lotz, A., & Kinder, A. (2006). Transfer in artificial grammar learning: The role of repetition information. Journal of Experi- mental Psychology: Learning, Memory, and Cognition, 32(4), 707-715.
- Marchewka, A., Żurawski, Ł., Jednoróg, K., & Grabowska, A. (2014). The Nencki Affective Picture System (NAPS): Introduction to a novel, standardized, wide-range, high-quality, realistic picture database. Behavior Research Methods, 46(2), 596-610. Doi: https://doi.org/10.3758/s13428-013-0379-1 · DOI
- Mann, T. C., Kurdi, B., & Banaji, M. R. (2019). How effectively can implicit evaluations be updated? Using evaluative state- ments after aversive repeated evaluative pairings. Journal of Experimental Psychology: General. https://doi.org/10.1037/xge0000701 · DOI
- Mercier, H., & Sperber, D. (2018). The Enigma of Reason. Cam- bridge, MA: Harvard University Press.
- Meulemans, T., & Van der Linden, M. (1997). Associative chunk strength in artificial grammar learning. Journal of Experimental Psychology: Learning, Memory, and Cognition, 23(4), 1007 - 1028. doi:10.1037/0278-7393.23.4.1007. · DOI
- Mierop, A., Hütter, M., & Corneille, O. (2017). Resource availa- bility and explicit memory largely determine evaluative condi- tioning effects in a paradigm claimed to be conducive to im- plicit attitude acquisition. Social Psychological and Personality Science, 8(7), 758-767.
- Newell, B. R., & Shanks, D. R. (2014). Unconscious influences on decision making: A critical review. Behavioral and Brain Sci- ences, 37(1), 1-19. Doi: 10.1017/S0140525X12003214 · DOI · Paper page
- Norman, E., & Price, M. C. (2012). Social intuition as a form of implicit learning: Sequences of body movements are learned less explicitly than letter sequences. Advances in Cognitive Psychology, 8(2), 121-131. doi: 10.2478/v10053-008-0109-x · DOI
- Norman, E., Price, M. C., & Jones, E. (2011). Measuring strategic control in artificial grammar learning. Consciousness and Cog- nition, 20, 1920-1929. Doi: https://doi.org/10.1016/j.con- cog.2011.07.008 · DOI
- Norman, E., Scott, R. B., Price, M. C., & Dienes, Z. (2016). The relationship between strategic control and conscious structural knowledge in artificial grammar learning. Consciousness and Cognition, 42, 229-236. https://doi.org/10.1016/j.con- cog.2016.03.014 · DOI
- Norman, E., Scott, R. B., Price, M. C., Jones, E., & Dienes, Z. (2019). Can unconscious structural knowledge be strategi- cally controlled? In Cleeremans, A., Allakhverdov, V., & Ku- valdina, M. (Eds), Implicit learning: 50 years on. Routledge (pp 159-173).
- Olson, M. A., & Fazio, R. H. (2006). Reducing automatically acti- vated racial prejudice through implicit evaluative conditioning. Personality and Social Psychology Bulletin, 32(4), 421-433. Doi: https://doi.org/10.1177/0146167205284004 · DOI
- Paciorek, A., & Williams, J. N. (2015). Semantic generalization in implicit language learning. Journal of Experimental Psychol- ogy: Learning, Memory, and Cognition, 41(4), 989-1002.
- Ramsøy, T. Z., & Overgaard, M. (2004). Introspection and sub- liminal perception. Phenomenology and the Cognitive Sciences, 3(1), 1-23. https://doi.org/10.1023/B:PHEN.0000041900.30172. · DOI
- Reber, A. S. (1967). Implicit learning of artificial grammars. Jour- nal of Verbal Learning and Verbal Behavior, 6(6), 855-863. https://doi.org/10.1016/S0022-5371(67)80149-X · DOI
- Schwarz, N., & Clore, G. L. (1983). Mood, misattribution, and judgments of well-being: Informative and directive functions of affective states. Journal of Personality and Social Psychology, 45(3), 513-523.
- Schwarz, N., & Clore, G. L. (2003). Mood as information: 20 years later. Psychological inquiry, 14(3-4), 296-303. Doi: https://doi.org/10.1080/1047840X.2003.9682896 · DOI · Paper page
- Scott, R. B., & Dienes, Z. (2008). The conscious, the unconscious, and familiarity. Journal of Experimental Psychology: Learning, Memory, and Cognition, 34(5), 1264-1288. http://dx.doi.org/10.1037/a0012943 · DOI
- Scott, R. B., & Dienes, Z. (2010). Knowledge applied to new do- mains: The unconscious succeeds where the conscious fails. Consciousness and Cognition, 19(1), 391-398. http://dx.doi.org/10.1037/a0012943 · DOI
- Shanks, D. R. (2005). Implicit learning. In K. Lamberts and R. Goldstone (Eds.), Handbook of Cognition (pp. 202-220).
- Shea, N., & Frith, C. D. (2019). The Global Workspace Needs Metacognition. Trends in Cognitive Sciences, 560-571. Doi: https://doi.org/10.1016/j.tics.2019.04.007 · DOI · Paper page
- Stahl, C., & Unkelbach, C. (2009). Evaluative learning with single versus multiple unconditioned stimuli: The role of contingency awareness. Journal of Experimental Psychology: Animal Be- havior Processes, 35(2), 286-291.
- Stahl, C., Unkelbach, C., & Corneille, O. (2009). On the respec- tive contributions of awareness of unconditioned stimulus va- lence and unconditioned stimulus identity in attitude formation through evaluative conditioning. Journal of Personality and Social Psychology, 97(3), 404-420. doi: 10.1037/a0016196 · DOI
- Sweldens, S., Corneille, O., & Yzerbyt, V. (2014). The role of awareness in attitude formation through evaluative condition- ing. Personality and Social Psychology Review, 18(2), 187- 209. Doi: https://doi.org/10.1177/1088868314527832 · DOI · Paper page
- Sweldens, S., Tuk, M. A., & Hütter, M. (2017). How to study consciousness in consumer research, A commentary on Williams and Poehlman. Journal of Consumer Research, 44(2), 266-275. Doi: https://doi.org/10.1093/jcr/ucx044 · DOI
- Timmermans, B., & Cleeremans, A. (2015). How can we measure awareness? An overview of current methods. In M. Overgaard (Ed.), Behavioural methods in consciousness research (pp. 21- 46). Oxford: Oxford University Press. doi: 10.1093/ac- prof:oso/9780199688890.003.0003 · DOI
- Unkelbach, C., Stahl, C., & Förderer, S. (2012). Changing CS fea- tures alters evaluative responses in evaluative condition- ing. Learning and Motivation, 43(3), 127-134. Doi: https://doi.org/10.1016/j.lmot.2012.04.003 · DOI
- Wan, L., Dienes, Z., & Fu, X. (2008). Intentional control based on familiarity in artificial grammar learning. Consciousness and Cognition, 17(4), 1209-1218. https://doi.org/10.1016/j.con- cog.2008.06.007 · DOI
- Wierzchoń, M., Asanowicz, D., Paulewicz, B., & Cleeremans, A. (2012). Subjective measures of consciousness in artificial grammar learning task. Consciousness and Cognition, 21(3), 1141-1153. http://dx.doi.org/10.1037/
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Unawareness of Attitudes, Their Environmental Causes, and Their Behavioral Effects
Gawronski, B., & Corneille, O. (2025) · Annual Review of Psychology · doi:10.1146/annurev-psych-051324-031037 · Cited by 13 · see citing works
- Authors
- Jurchiș, R., Costea, A., Dienes, Z., Miclea, M., & Opre, A.
- Affiliations
- University of Sussex (GB)
- Venue
- Journal of Experimental Psychology: General
- Published
- 2020-09
- Volume
- 149
- Issue
- 9
- Pages
- 1800-1809
- ISSN
- 0096-3445 (ISSN-L)
- 1939-2222
- OpenAlex
- W2998779927
- Cited by
- 30
- References
- 4
- Citations by year
- 2026: 4 · 2024: 4 · 2023: 6 · 2022: 9 · 2021: 3 · 2020: 4
- FWCI
- 2.96
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Locations
- Journal of Experimental Psychology General (publishedVersion)
- PubMed (publishedVersion)
- Sussex Research Online (University of Sussex) (submittedVersion)
- Figshare (submittedVersion, cc-by)
- PsyArXiv (OSF Preprints) (submittedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Keywords
- evaluative conditioning, artificial grammar, unconscious learning, affective evaluation, generalization, subjective awareness, conscious knowledge, positive and negative associations, novel stimuli
- MeSH terms
- Adolescent, Adult, Awareness, Conditioning, Classical, Female, Generalization, Psychological, Humans, Linguistics, Male, Young Adult
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