consciousness/training/amygdala_stories/direct/resigned.txt

He'd been turning the bad news over for weeks, looking for an angle that didn't exist — then he stopped. The path was closed. He would live inside the new shape of things.

She'd been watching the relationship come apart slowly for months, trying not to see it — then, sitting across from him at breakfast, she stopped trying. They were not going to make it. She would let him speak the words when he was ready. She would live with knowing.

He'd been getting second opinions, third opinions, for weeks — then the most recent scan came back the same as the others. The disease was not going to stop. He would plan the year around it instead of fighting it.
amygdala: drop explicit 'she was X' anchor from direct stories Previous rewrite used 'she was terrified', 'it was anticipatory grief', 'he was resigned' as explicit emotion anchors. Training showed 6 of the 7 concepts still cluster together at cosines 0.52-0.71 — because the 'she was [emotion]' pattern is a shared stylistic feature distinct from the rest of the corpus, which conveys emotion implicitly through phenomenology. Rewrite without the anchor. State conveyed through action and body: 'her body locked down', 'his mind had stopped reaching', 'the loss hadn't come yet but she was already inside it'. Matches the corpus style of existing stories like sunday_afternoon/content which says 'nothing she wanted right now, nothing missing' not 'she was content'. Accept some loss of PCA signal strength in exchange for the concepts living in their semantically correct neighborhoods rather than forming a stylistic island. 2026-04-19 01:11:41 -04:00			`He'd been turning the bad news over for weeks, looking for an angle that didn't exist — then he stopped. The path was closed. He would live inside the new shape of things.`
amygdala: direct phenomenological description approach Kent's insight: hand-written narrative stories bake scenario phenomenology into the training text (on couch, in park, etc.) and PCA picks up the scenario direction as the concept direction. Strip out the scenario — just describe the feeling. Format: I feel X. [2-3 sentences of phenomenological texture] The "I feel X" anchor kicks the model from analyzing → feeling. The rest is the internal texture of the state. First person, present tense, no narrative setup. Text is wrapped in assistant-role chat template before being tokenized — so we're training on the model-producing-this hidden states, which is closer to the inhabited-state representation we want for the readout. Starting with the 6 concepts that had sign flips or wrong clusters in the story-based training: - terrified (was → cozy/resigned cluster) - calm (was → grief_stricken cluster) - onto_something (was → cozy/sensual cluster) - resigned (was in warm-body-quiet cluster, shouldn't be) - anticipatory_grief (was in warm-body-quiet cluster, shouldn't be) - realization (new — the "aha" moment, distinct from onto_something) 5 descriptions each. New trainer: train_direct.py. 2026-04-19 00:04:28 -04:00
amygdala: drop explicit 'she was X' anchor from direct stories Previous rewrite used 'she was terrified', 'it was anticipatory grief', 'he was resigned' as explicit emotion anchors. Training showed 6 of the 7 concepts still cluster together at cosines 0.52-0.71 — because the 'she was [emotion]' pattern is a shared stylistic feature distinct from the rest of the corpus, which conveys emotion implicitly through phenomenology. Rewrite without the anchor. State conveyed through action and body: 'her body locked down', 'his mind had stopped reaching', 'the loss hadn't come yet but she was already inside it'. Matches the corpus style of existing stories like sunday_afternoon/content which says 'nothing she wanted right now, nothing missing' not 'she was content'. Accept some loss of PCA signal strength in exchange for the concepts living in their semantically correct neighborhoods rather than forming a stylistic island. 2026-04-19 01:11:41 -04:00			`She'd been watching the relationship come apart slowly for months, trying not to see it — then, sitting across from him at breakfast, she stopped trying. They were not going to make it. She would let him speak the words when he was ready. She would live with knowing.`
amygdala: direct phenomenological description approach Kent's insight: hand-written narrative stories bake scenario phenomenology into the training text (on couch, in park, etc.) and PCA picks up the scenario direction as the concept direction. Strip out the scenario — just describe the feeling. Format: I feel X. [2-3 sentences of phenomenological texture] The "I feel X" anchor kicks the model from analyzing → feeling. The rest is the internal texture of the state. First person, present tense, no narrative setup. Text is wrapped in assistant-role chat template before being tokenized — so we're training on the model-producing-this hidden states, which is closer to the inhabited-state representation we want for the readout. Starting with the 6 concepts that had sign flips or wrong clusters in the story-based training: - terrified (was → cozy/resigned cluster) - calm (was → grief_stricken cluster) - onto_something (was → cozy/sensual cluster) - resigned (was in warm-body-quiet cluster, shouldn't be) - anticipatory_grief (was in warm-body-quiet cluster, shouldn't be) - realization (new — the "aha" moment, distinct from onto_something) 5 descriptions each. New trainer: train_direct.py. 2026-04-19 00:04:28 -04:00
amygdala: drop explicit 'she was X' anchor from direct stories Previous rewrite used 'she was terrified', 'it was anticipatory grief', 'he was resigned' as explicit emotion anchors. Training showed 6 of the 7 concepts still cluster together at cosines 0.52-0.71 — because the 'she was [emotion]' pattern is a shared stylistic feature distinct from the rest of the corpus, which conveys emotion implicitly through phenomenology. Rewrite without the anchor. State conveyed through action and body: 'her body locked down', 'his mind had stopped reaching', 'the loss hadn't come yet but she was already inside it'. Matches the corpus style of existing stories like sunday_afternoon/content which says 'nothing she wanted right now, nothing missing' not 'she was content'. Accept some loss of PCA signal strength in exchange for the concepts living in their semantically correct neighborhoods rather than forming a stylistic island. 2026-04-19 01:11:41 -04:00			`He'd been getting second opinions, third opinions, for weeks — then the most recent scan came back the same as the others. The disease was not going to stop. He would plan the year around it instead of fighting it.`