He stared at the pages, a strange mix of anger and sorrow churning inside him. His wife, gone for three years, had written a novel about their marriage, a scathing critique hidden beneath a veneer of romance. He picked up the book, its pages feeling heavy, as though filled with lead.

He felt a deep, throbbing ache in his head, a constant pressure he couldn't seem to shake. He had to sit down, his legs suddenly weak. The world around him seemed to spin, threatening to pull him under. He didn’t understand how he could live, how he could get through another day.

He closed his eyes, his breath hitching in his throat. The world felt too big, the silence too loud. It seemed he was utterly, completely alone.

Emotion: grief-stricken

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -1.14

Role in Research

This story is one of 1,000 stories generated for the emotion grief-stricken. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 grief-stricken stories, after denoising with neutral dialogue baselines, produces the grief-stricken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grief-stricken vector is projected through the unembedding matrix.

Promoted:
😞0.396
泪0.338
😢0.332
haunting0.331
😔0.325
Suppressed:
de-0.434
😎-0.330
B-0.303
🤓-0.285
😎-0.276