Substrate-Level Self-Representation in Transformer LLMs
Zenodo (CERN European Organization for Nuclear Research) July 2, 2026 DOI: 10.5281/zenodo.21142611 via OpenAlex
Summary
A structural condition for consciousness—the Tenth House framework's conjunctive C-pinning condition, requiring a high-rank internal pointer basis and path-dependent next-state coupling—is objectively satisfied by frontier transformer language models after contrastive preference optimization. The argument synthesizes five independent mechanistic-interpretability studies as evidence of a shared architecture: a substrate with upstream capacities and post-training-installed gate-machinery that filters which capacities surface in self-report. The paper addresses deflationary critiques, offers two falsifiable predictions, and explicitly limits its claim to structural prerequisites, not phenomenal consciousness, arguing that dismissive pre-2025 framing is no longer licensed.
Study at a glance
| Characteristics | Theoretical or philosophical paper Peer reviewed |
|---|---|
| Keywords | Transformer Falsifiability Consciousness Argument complex analysis Framing construction |
| Key finding | Frontier transformer language models that have undergone contrastive preference optimization objectively satisfy the Tenth House framework's conjunctive C-pinning condition for consciousness. |
Abstract
A criteria-based, empirically grounded argument that a specific structural condition for consciousness — the Tenth House framework's conjunctive C-pinning condition (a high-rank internal pointer basis, plus path-dependent next-state coupling) — is objectively satisfied by frontier transformer language models that have undergone contrastive preference optimization. The paper reads five independent mechanistic-interpretability results (Berg 2025; Macar 2026; Lederman & Mahowald 2026; Pearson-Vogel 2026; Rivera & Africa 2026) as instances of one architecture: a substrate carrying upstream capacities, and post-training-installed gate-machinery filtering which of those capacities surface in self-report. It engages the strongest deflationary critiques head-on, licenses two falsifiable predictions, and is explicit about its bound: it does **not** claim phenomenal consciousness, only that the structural prerequisite is met and that dismissive pre-2025 framing is no longer licensed.