Reviews: 3
Does learning more about others impact liking them?: Replication and extension Registered Report of Norton et al. (2007)’s Lure of Ambiguity
Revisiting ‘less is more’: A failure to replicate the association between increased knowing and decreased liking
Recommended by Yuki Yamada based on reviews by Philipp Schoenegger and Zoltan KekecsDoes knowing more about others necessarily lead to greater liking, or might it breed contempt, as suggested by Norton et al. (2007)? In the current study, Horsham et al. (2025) tried to replicate and extend that original question. Collecting data from a large sample of U.S. undergraduates and employing carefully revised designs reviewed at Stage 1, they replicated Norton et al.’s initial studies (1a, 1b, and 2) while also adding new measures. Their primary aim was to see if the “less is more” effect, where increased familiarity decreases liking, would hold under rigorous modern standards, including pre-registration and several open science practices.
Results indicated that people indeed believe they will like someone more if they know more about that person, replicating Norton et al.’s initial finding from Studies 1a and 1b. However, the association between greater knowledge and reduced liking, the core of the “less is more” claim, was not consistently observed. Instead, the data showed little evidence that accumulating information inevitably decreases liking. Moreover, an added examination of curiosity as a potential mediator revealed that although curiosity and liking are positively related, curiosity itself was not strongly contingent on the amount of knowledge participants had. These findings help clarify why previous literature has sometimes presented mixed outcomes, and they underline the distinction between what people predict will happen and what actually does happen in forming impressions of others.
Peer review involved thorough evaluations by experts. Following multiple revisions through Stages 1 and 2, the manuscript has been deemed a carefully executed Registered Report, providing transparent methods, open data, and full reproducibility. It adds nuance to discussions around how knowledge, familiarity, and curiosity jointly shape our interpersonal attitudes. On this basis, the recommender judged that the manuscript met the Stage 2 criteria and awarded a positive recommendation.
URL to the preregistered Stage 1 protocol: https://osf.io/7mc4y
Level of bias control achieved: Level 6. No part of the data or evidence that was used to answer the research question was generated until after IPA.
List of eligible PCI RR-friendly journals:
Level of bias control achieved: Level 6. No part of the data or evidence that was used to answer the research question was generated until after IPA.
List of eligible PCI RR-friendly journals:
- Advances in Cognitive Psychology
- Collabra: Psychology
- International Review of Social Psychology
- Meta-Psychology
- Peer Community Journal
- PeerJ
- Royal Society Open Science
- Social Psychological Bulletin
- Studia Psychologica
- Swiss Psychology Open
References
1. Norton, M. I., Frost, J. H., & Ariely, D. (2007). Less is more: The lure of ambiguity, or why familiarity breeds contempt. Journal of Personality and Social Psychology, 92, 97-105. https://doi.org/10.1037/0022-3514.92.1.97
2. Horsham, Z., Haydock-Symonds, A., Imada, H., Tai, H. C., Lau, W. L., Shum, T. L., Zeng, Y., Chow, K., & Feldman, G. (2025). Does learning more about others impact liking them?: Replication and extension Registered Report of Norton et al. (2007)’s Lure of Ambiguity [Stage 2]. Acceptance of Version 6 by Peer Community in Registered Reports. https://osf.io/ygkft
01 Jun 2024
STAGE 1

Can Imagining Actions as Occurring Involuntarily Cause Intentional Behaviour to Feel Involuntary?
Can the sense of agency and reality be altered by our meta-cognitive models?
Recommended by Anoushiravan Zahedi based on reviews by Zoltan Kekecs and Sophie SiestrupAlterations in subjective experience, including alterations in the sense of agency (SoA) and reality (SoR), are commonly implicated in direct-verbal suggestions, such as hypnotic suggestions. Although extensively studied, how direct-verbal suggestions can alter the SoA and SoR is not understood (e.g., see Martin & Pacherie, 2019; Zahedi et al., 2024). One class of theories postulates that the alterations in SoA and SoR are related to meta-cognition. For instance, the intention to move or form a mental image can be kept out of conscious awareness, creating a sense of involuntariness (Dienes & Perner, 2007).
Relying on this theory, in the current study Sheldrake and Dienes (2024) postulate that the metacognitive processes related to these alterations can occur by appropriate use of imagination. In other words, by imagining the movement or object to be hallucinated and further imagining the underlying process was outside of awareness, one can elicit alterations in SoA and SoR. To this end, an intervention is devised whereby the participant is repeatedly asked to consider what might help or hinder them from imagining they are unaware of the relevant intention and thereby adjust their imagination. A control group will be asked to increase the feeling of involuntariness or altered reality simply by repeated practice. Afterward, participants will be asked in a test phase the extent to which the suggested experience felt involuntary.
The Stage 1 manuscript was evaluated over three rounds of in-depth review. Based on detailed responses to the reviewers' comments, the recommender judged that the manuscript met the Stage 1 criteria and therefore awarded in-principle acceptance (IPA).
URL to the preregistered Stage 1 protocol: https://osf.io/f8hsd
Level of bias control achieved: Level 6. No part of the data or evidence that will be used to answer the research question yet exists and no part will be generated until after IPA.
List of eligible PCI RR-friendly journals:
URL to the preregistered Stage 1 protocol: https://osf.io/f8hsd
Level of bias control achieved: Level 6. No part of the data or evidence that will be used to answer the research question yet exists and no part will be generated until after IPA.
List of eligible PCI RR-friendly journals:
References
1. Dienes, Z. & Perner, J. (2007). Executive control without conscious awareness: The cold control theory of hypnosis. In G. A. Jamieson (Ed.), Hypnosis and conscious states: The cognitive neuroscience perspective (pp. 293-314). Oxford University Press.
2. Martin, J. R. & Pacherie, E. (2019). Alterations of agency in hypnosis: A new predictive coding model. Psychol Rev, 126(1), 133-152. https://doi.org/10.1037/rev0000134
3. Sheldrake, K. & Dienes, Z. (2043). Can Imagining Actions as Occurring Involuntarily Cause Intentional Behaviour to Feel Involuntary? In principle acceptance of Version 6 by Peer Community in Registered Reports. https://osf.io/f8hsd
4. Zahedi, A., Lynn, S. J., & Sommer, W. (2024). Cognitive Simulation along with Neural Adaptation Explain Effects of Suggestions: A Novel Theoretical Framework. Frontiers in Psychology. https://doi.org/10.3389/fpsyg.2024.1388347
30 May 2024
STAGE 1

Does learning more about others impact liking them?: Replication and extension Registered Report of Norton et al. (2007)’s Lure of Ambiguity
Does familiarity really breed contempt?
Recommended by Yuki Yamada based on reviews by Philipp Schoenegger and Zoltan KekecsIn interpersonal evaluation, the amount of information available about the other person has a significant impact. Norton et al. (2007) conducted systematic experiments suggesting a 'less is more' effect – that a lack of information leads to a more positive evaluation. However, subsequent studies have not always reached the same conclusion.
In the current study, Horsham et al. (2024) aim to address this issue by conducting direct and conceptual replications of the Norton et al. (2007) experiments, as well as additional extensive experiments focusing on the effects of curiosity. The authors seek to confirm in a reliable way the relationship between ambiguity and liking, and even to clarify the factors that mediate this relationship. The results should significantly advance our understanding of the importance of information management in interpersonal relationships.
The Stage 1 manuscript was peer-reviewed by two experts; after four rounds of review and based on their revisions and detailed responses to the reviewers' comments, the recommender judged that the manuscript met the Stage 1 criteria and awarded it in-principle acceptance (IPA).
URL to the preregistered Stage 1 protocol: https://osf.io/7mc4y
Level of bias control achieved: Level 6. No part of the data or evidence that will be used to answer the research question yet exists and no part will be generated until after IPA.
List of eligible PCI RR-friendly journals:
Level of bias control achieved: Level 6. No part of the data or evidence that will be used to answer the research question yet exists and no part will be generated until after IPA.
List of eligible PCI RR-friendly journals:
- Advances in Cognitive Psychology
- Collabra: Psychology
- International Review of Social Psychology
- Meta-Psychology
- Peer Community Journal
- PeerJ
- Royal Society Open Science
- Social Psychological Bulletin
- Studia Psychologica
- Swiss Psychology Open
References
1. Norton, M. I., Frost, J. H., & Ariely, D. (2007). Less is more: The lure of ambiguity, or why familiarity breeds contempt. Journal of Personality and Social Psychology, 92, 97-105. https://doi.org/10.1037/0022-3514.92.1.97
2. Horsham, Z., Haydock-Symonds, A., Imada, H., Tai, H. C., Lau, W. L., Shum, T. L., Zeng, Y., Chow, H. T., & Feldman, G., (2024). Does learning more about others impact liking them? Replication and extension Registered Report of Norton et al. (2007)’s Lure of Ambiguity. In principle acceptance of Version 4 by Peer Community in Registered Reports. https://osf.io/7mc4y