Hyperbolic Hallucinations: The Geometry of Visual Neuroscience

Hallucinations, described as the perception of something that is not present, are a universal experience, whether they stem from a migraine, high fever, or psychedelics (Chaudhury 2010). Being a universal experience, hallucinations have been experienced by people all over the world. Interestingly, all those who describe hallucinations tend to see the same set of shapes: spirals, tunnels, lattices, and cobwebs, no matter their background or experiences (Bressloff et al. 2002). This leads us to ask why? Why is it that different people, from different cultures, and even across centuries, see the exact same geometry in hallucinations? The answer to this lies not in what you are seeing, but instead the hardware of your eyes and brain. Hallucinations are a visual of the architecture of one’s visual cortex. 

Heinrich Klüver, a psychologist in the 1920s, decided that he wanted to categorize the shapes of hallucinations (Nahm 1997). To do this, he experimented on himself, using mescaline which is a naturally occurring psychedelic found in cacti (Vamvakopoulou et al. 2022). Through his testing, he categorized the hallucinations into four shapes, more technically called form constants: lattices, cobwebs, tunnels, and spirals (Figure 1).

Figure 1. Visual representation of the four form constants classified by Heinrich Klüver. I. lattices, II. cobwebs, III. tunnels, and IV. spirals (Kometer and Vollenweider 2016). 

The human retina is a dish-like shape, and is a layer of tissue at the back of the eyeball made up of photoreceptor cells (Hanes 2024) (Figure 2). When the eye is perceiving the world, it maps images on polar grids (using circles, and angles). Signals travel from the retina to the V1 visual cortex, at the back of the brain (Huff and Prasanna Tadi 2023). But, the brain isn’t circular, it’s actually a rectangular strip of tissue (Doctrow 2024)! So, to get the image from the circular retina to the rectangular brain, the brain performs a mathematical transformation called a complex logarithmic map (Ruelle 2007). To understand this transformation, think of it as drawing a straight line on the rectangular brain, this translates to a spiral in circular vision. 

Figure 2. Image of a healthy human retina (Hanes 2024). 

The fundamental math behind this was discovered by Alan Turing, who explained how patterns emerge in nature (Cooper and Maini 2012). In the brain, when neurons get over excited, whether that be due to drugs or a lack of oxygen, the noise in the brain spontaneously organises into what are referred to as tuning patterns (Shao et al. 2021). These tuning patterns output the geometric form constants because the V1 visual cortex detects edges and contours, and when it misfires it creates an edge that is detected as a repeating geometric pattern- one of the four form constants (Yafim Beiderman and Zeev Zalevsky 2025). 

Looking back into human history, we can see that these patterns are everpresent. Anthropologists have found striking similarities between Klüver’s “form constants” and geometric patterns found in ancient art all across the globe (Luke 2020). All the way from the petroglyphs in the paleolithic caves to the infinite tessellations of Islamic mosaic tiles, these patterns appear over and over again (Mujzel 2024). 

It’s easy for us to dismiss hallucinations, but the math suggests to us that hallucinations are actually the structure of our perception that reveals itself. When the brain is pushed to its limit, for a very brief moment, we get to see the raw way that our brain processes visual information. So, when we hallucinate, we’re not seeing things that aren’t there, we’re actually seeing the machinery that allows us to see our whole world. 

Bibliography

Bressloff, Paul C., Jack D. Cowan, Martin Golubitsky, Peter J. Thomas, and Matthew C. Wiener. 2002. “What Geometric Visual Hallucinations Tell Us about the Visual Cortex.” Neural Computation 14 (3): 473–91. https://doi.org/10.1162/089976602317250861.

Chaudhury, Suprakash. 2010. “Hallucinations: Clinical Aspects and Management.” Industrial Psychiatry Journal 19 (1): 5–12. https://doi.org/10.4103/0972-6748.77625.

Cooper, S. Barry, and Philip K. Maini. 2012. “The Mathematics of Nature at the Alan Turing Centenary.” Interface Focus 2 (4): 393–96. https://doi.org/10.1098/rsfs.2012.0018.

Doctrow, Brian. 2024. “Unseen Details of Human Brain Structure Revealed.” National Institutes of Health (NIH). May 20, 2024. https://www.nih.gov/news-events/nih-research-matters/study-reveals-unseen-details-human-brain-structure.

Hanes, Elizabeth. 2024. “Retina: Anatomy, Function, and Treatment.” Verywell Health. October 29, 2024. https://www.verywellhealth.com/retina-anatomy-4800793.

Huff, Trevor, and Prasanna Tadi. 2023. “Neuroanatomy, Visual Cortex.” Nih.gov. StatPearls Publishing. August 14, 2023. https://www.ncbi.nlm.nih.gov/books/NBK482504/.

Kometer, Michael, and Franz X. Vollenweider. 2016. “Serotonergic Hallucinogen-Induced Visual Perceptual Alterations.” Behavioral Neurobiology of Psychedelic Drugs, 257–82. https://doi.org/10.1007/7854_2016_461.

Luke, David. 2020. “Anomalous Psychedelic Experiences: At the Neurochemical Juncture of the Humanistic and Parapsychological.” Journal of Humanistic Psychology, May, 002216782091776. https://doi.org/10.1177/0022167820917767.

Mujzel, Julia. 2024. “Sacred Geometry: The Universal Patterns in Art and Architecture.” HOME ART HAVEN. June 18, 2024. https://homearthaven.com/blogs/news/sacred-geometry-the-universal-patterns-in-art-and-architecture.

Nahm, Frederick K.D. 1997. “Heinrich Klüver and the Temporal Lobe Syndrome*.” Journal of the History of the Neurosciences 6 (2): 193–208. https://doi.org/10.1080/09647049709525702.

Ruelle, David. 2007. “The Mathematician’s Brain.” https://abel.math.harvard.edu/~knill/teaching/mathe320_2014/blog/butterfly.pdf.

Shao, Jie, Yunhui Liu, Dashuang Gao, Jie Tu, and Fan Yang. 2021. “Neural Burst Firing and Its Roles in Mental and Neurological Disorders.” Frontiers in Cellular Neuroscience 15 (September). https://doi.org/10.3389/fncel.2021.741292.

Vamvakopoulou, Ioanna A., Kelly A.D. Narine, Ian Campbell, Jason R.B. Dyck, and David J. Nutt. 2022. “Mescaline: The Forgotten Psychedelic.” Neuropharmacology 222 (October): 109294. https://doi.org/10.1016/j.neuropharm.2022.109294.

Yafim Beiderman, and Zeev Zalevsky. 2025. “Visual Cortex Speckle Imaging for Shape Recognition.” Scientific Reports 15 (1): 42690–90. https://doi.org/10.1038/s41598-025-26723-5.

Comments

7 Responses to “Hyperbolic Hallucinations: The Geometry of Visual Neuroscience”

  1. Aven Leblanc Avatar
    Aven Leblanc

    Hey iSci!

    I was inspired to write this post after completing our second year math project! I wanted to find a way to combine some of the hyperbolic geometry that we were discussing with neuroscience, so I got to researching and this is what I came up with.

    I look forward to receiving feedback!

    Happy reading,

    Aven 🙂

  2. Anderson Lo Avatar
    Anderson Lo

    Hi Aven,

    This was a really fascinating post. I liked how you connected visual neuroscience with mathematics and anthropology to explain why people see similar patterns during hallucinations. Here are a few small suggestions to strengthen your post:

    – A little picky, but when you introduce hallucinations as a “universal experience,” you might briefly clarify that not everyone experiences them regularly, just to avoid possible confusion for readers.

    – In the paragraph explaining the complex logarithmic mapping between the retina and visual cortex, the analogy you include is helpful, but you might consider adding one short sentence explaining how that transformation specifically produces the spiral or lattice patterns people see.

    – If possible, in the section about ancient art, you might add one specific example of a petroglyph or mosaic pattern (could be an image) that resembles one of Klüver’s form constants, which could make that connection between neuroscience and cultural history even more concrete.

    Overall, this was a really engaging and well-written piece. I look forward to reading the final version!

    Good luck editing,
    Anderson

  3. Claire Chisholm Avatar
    Claire Chisholm

    Hey Aven!

    This was such an interesting topic for a blog post and was super cool to read about. A few suggestions I have are;

    – In your first sentence, change “described” to “which are defined as” for a clearer read through

    – This sentence is kind of redundant, as I don’t think universal experience needs to be defined: “Being a universal experience, hallucinations have been experienced by people all over the world.”

    – P3S1 I would change the sentence to “The retina is a dish-shaped layer of tissue located at the back of the eyeball that contains specialized photoreceptor cells responsible for detecting light” for better clarity.

    Overall, this was a really well-done blog post, and I enjoyed reading it.

    Happy editing,
    Claire

  4. Sydney Shepherd Avatar
    Sydney Shepherd

    Hi Aven,

    This was a really interesting post! I had never considered that hallucinations could be a product of our very biological structure. Here are a few suggestions to improve your post:

    – P1S2 feels redundant, as saying “universal experience” in S1 implies that it is something experienced by people around the world.

    – This is personal preference, but in P1 where you say “This leads us to ask why?” I believe it would flow better if you led directly into your question instead of stating it in the next sentence.

    – Also in P1, when you say “Hallucinations are a visual of the architecture…”, I would change it to “Hallucinations are the visual product of the architecture…”

    – Your figure titles (Ex. Figure 1.) appear to be bolded but should not be.

    – In P3, delete the comma after “V1 visual cortex”.

    – In P3, change “this” in “this translates to a spiral in circular vision” to “which”.

    Overall very well done, and I look forward to reading the final product!

    Sydney

  5. Vani Chowdhary Avatar
    Vani Chowdhary

    Hi Aven,

    Super interesting blog post! I thoroughly enjoyed reading it. It’s extremely well written! I have some super minor suggestions:
    – I think DOI’s are supposed to be hyperlinked.
    – In P4, in the last sentence you use what’s supposed to be an em-dash but it’s just a regular dash so replacing that character might be nice.

    Super excited to read your final post,
    Vani

  6. Rasmus Howson Creutzberg Avatar
    Rasmus Howson Creutzberg

    Hi Aven!

    What an awesome topic! You explained such an odd and complex topic so well!

    A few comments:

    Your hook just isn’t quite there, you open with a definition, which while it tells the reader what you will talk about, its kind of setting up the idea that this read is going to be a slog.

    When you talk about hallucinations as a universal experience, maybe instead of repeating it, focus on how despite being exposed to different psychedelics from different places around the world, hallucination scaffolding is constant.

    Maybe add one more figure that shows the ancient art.

    Over all its a really spectacular blog post with an awesome focus, cant wait to see the final one.

  7. Vamika Sharma Avatar
    Vamika Sharma

    Hi Aven,

    Super interesting blog post! Here is some of my feedback:

    1) Rather than including a figure of the human retina, it might be more informative to the reader if you added a schematic describing the process within the third paragraph.

    2) I suggest rephrasing your introduction as it does not seem that hallucinations are generally a “universal” experience.

    Overall, great work!

    Happy editing,

    Vamika

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