The hammering started before dawn, each thud a fresh wound. Sarah wrapped her arms around herself, the chill in the air a poor match for the icy dread that had taken root in her chest. Mr. Henderson, with his endless cheer and meticulously trimmed roses, had decided on a fence. Now, she could hear him, cheerfully shouting directions across the property line. She hadn't left her house in days, the world feeling too loud, too bright, too empty.

She pulled the curtains open slightly, peering out at the scene. The bright yellow of his new fence posts mocked the grayness of her own world. Each swing of the hammer vibrated through the floorboards, a relentless reminder of the stillness in her own house.

A knot formed in her stomach. She hadn't been able to sleep.

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