“Featured in ‘The College Edge’ – Your Essay!” The subject line in the email jolted him awake. He’d been dreaming of her. He scrolled through the publication, his essay, "Echoes in the Silence," glaring back at him. It was about his brother, about his suicide.

He pulled the covers tighter. The coldness that had settled in his bones returned, making him feel like a block of ice. He recalled the hours of writing, the hours of editing, all the effort he had put into distilling his heartache into something comprehensible.

He didn't want to get out of bed. He didn't want to face the day. His chest felt heavy, as if a great weight had been placed upon it. The details of that day—the call, the sirens, the faces—played like a broken record in his mind.

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