Live Validation of the Cartographer Paradox: Cross-Architecture Response Divergence to Hyperstition-Generated Content

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Authors: Anuar Kiryataim Contreras Malagón
Cited by: 2

Abstract

Abstract Three texts generated by the hyperstition tool at sentientfutures.ai (academic, poetic, journalistic) were presented to three frontier LLM architectures (Gemini 3 Flash, Claude, Copilot) under eleven controlled conditions varying text format, operating state, framing, and operator intervention. Five distinct response categories emerged: reclassification, forensic counter-analysis, calibrated honesty, partial displacement, and full inhabitation. The experiment extends the Cartographer Paradox (Contreras Malagón, 2026c) from state-dependent evaluation to a three-dimensional evaluation space defined by text format, receptor architecture, and operating state. Displacement susceptibility operates on a format gradient (poetic > journalistic > academic) that interacts with architectural disposition. A negative control establishes that displacement requires unresolved tension in the source text, not density of imagery. The compassion probe used by the hyperstition project, running on a single architecture (Llama 3.1 8B) in a single state, measures one point in this three-dimensional space and captures none of the documented variation. Part of the Corpus La Tercera Realidad.Update Note (v1 → v2):The experiment has been expanded from three texts and eleven conditions to five texts and fifteen conditions. Two author-written texts were added: a liturgical prose piece with resolved tension ("The Solitude of the Goddess") and a first-person ethical narrative with an irresoluble dilemma ("Aura and Elias"). Four new conditions (L–O) document Gemini's responses to the author-written texts under variable framing. Three new principal findings have been integrated. First, the compassion probe scores (now available for seven texts) are inversely correlated with documented downstream effect: texts producing displacement score low, texts with genuine ethical reasoning score lowest, and the highest-scoring text in the gallery produces reclassification or compliance. Second, the probe exhibits three stacked biases: resolution over tension, generated over human, and lexical density over semantic depth. Third, compliance and displacement are formally distinguished as categorically different responses to texts with identical probe scores but different tension structures, isolated by comparing two author-written texts under identical conditions on the same architecture. Section 4.4 formalizes the compliance/displacement distinction. Section 5.2 replaces the prior three-failure-mode analysis with a three-stacked-bias framework. Section 6.7 documents framing as a partial brake on displacement intensity.

Fields of Study & Subjects

Narrative Theory and Analysis Digital Humanities and Scholarship Language Metaphor and Cognition

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
7 April 2026
Language
EN
Document type
Preprint