---
id: ai-meditation-and-flow-steering/07-gaps-and-how-hard-we-looked
title: 'AI meditation and flow state steering: 7. Gaps, and how hard we looked'
report: https://ai.hiina.space/reports/ai-meditation-and-flow-steering.md
section: 7
version: 1
updated: '2026-10-27'
author: Hiina
---

Index of everything on this site: https://ai.hiina.space/index.md

# AI meditation and flow state steering: 7. Gaps, and how hard we looked

- Section 7 of 9 of the report "AI meditation and flow state steering" by Hiina (v1, updated 2026-10-27)
- Report overview and contents: https://ai.hiina.space/reports/ai-meditation-and-flow-steering.md
- Previous: https://ai.hiina.space/reports/ai-meditation-and-flow-steering/06-candidate-experiments.md
- Next: https://ai.hiina.space/reports/ai-meditation-and-flow-steering/08-conclusion.md

## 7. Gaps, and how hard we looked

| Gap                                                                                          | Real or just not found                                                                                                     | Searched with                                                                                                          |
|----------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------|
| Activation-level "AI meditation" (model regulates its own state by attention, not injection) | Real, as far as 4+ wordings show; all prior contemplative-AI work is prompt-only                                           | LLM meditation, AI meditation contemplative practice, mindfulness prompting LLM, contemplative artificial intelligence |
| Success-contrast steering on long-horizon coding agents with 30B+ open models                | Real; published work stops at 14B and text-game or math tasks                                                              | 7 wordings including success vector agent rollouts, contrastive trajectories SWE-bench, flow state activation steering |
| How a steered behaviour policy affects forgetting                                            | Real; RL's Razor names off-policy RL as unstudied                                                                          | Direct from the paper                                                                                                  |
| Oscillation or limit cycles in a pretrained LLM's residual stream                            | Probably real; only dynamical-systems wordings tried, not "recurrence quantification" or "power spectrum of hidden states" | transformer neural oscillations phase coding; LLM hidden state attractor Lyapunov                                      |
| Controlled test of meditate-style prompts on reasoning accuracy or hidden states             | Real; only one anecdote and two self-report or safety studies                                                              | breathing prompt, mindfulness LLM anxiety, meditate prompt                                                             |
| Human: does breath-focus meditation increase respiration-brain coupling?                     | Real per a 2023 review that notes no data; our search was brief                                                            | respiration-brain coupling meditation                                                                                  |
| Human: any link between groove entrainment and flow                                          | Not found                                                                                                                  | groove flow entrainment                                                                                                |

Limits of this report. Several neuroscience papers sat behind bot checks and were read as abstracts or press summaries (Zelano, Brewer, Lutz, REBUS). The Claude 4 system card's bliss section could not be fetched, so its frequency figures are unverified. Thirty key citations were spot-checked against their pages; eight needed small corrections, which are applied above.

### Read first

Every claim above links its source inline. The ones to read first:

- [Black and Bloom, Machinic Psychopharmacology (LessWrong, 2026)](https://www.lesswrong.com/posts/cNDJuXNZ8MrkPZNzj/machinic-psychopharmacology-do-llms-self-medicate-3) and [code](https://github.com/UKGovernmentBEIS/llm-self-steering)

- [Lindsey, Emergent introspective awareness (2025)](https://transformer-circuits.pub/2025/introspection/index.html)

- [Anthropic, Emotion concepts and their function (2026)](https://arxiv.org/pdf/2604.07729)

- [Neural Procedural Memory (2026)](https://arxiv.org/pdf/2606.29824), [AdaRAS (2026)](https://arxiv.org/html/2601.19847v1), [SPS (2026)](https://arxiv.org/pdf/2609.24066)

- [VSPO (2026)](https://arxiv.org/pdf/2605.15604) and [Steering LLM reasoning through bias-only adaptation](https://arxiv.org/html/2505.18706v3)

- [Beyond the 80/20 rule: forking tokens](https://arxiv.org/pdf/2506.01939)

- [Laukkonen et al., Contemplative AI (2025)](https://arxiv.org/abs/2504.15125) and [Laukkonen and Slagter, From many to (n)one (2021)](https://research.vu.nl/en/publications/from-many-to-nonemeditation-and-the-plasticity-of-the-predictive-/)

- [Brændholt et al., respiration and brain rhythms review (2023)](https://pure.au.dk/ws/files/398446316/1-s2.0-S0149763423002312-main.pdf)

- [Fox et al., meditation neuroimaging meta-analysis (2016)](https://arxiv.org/pdf/1603.06342)

- [Alameda et al., The brain in flow (systematic review)](https://digibug.ugr.es/bitstream/10481/78493/1/Flow_Review%20PRE%20PRINT.pdf)

---

Text licensed CC BY 4.0 (attribution: Hiina, ai.hiina.space). Source: https://github.com/hiinaspace/ai-hiina-space