The relentless drilling grated on her nerves, a high-pitched whine that seemed to claw at her very being. The Johnsons were remodeling their entire house. She had tried to drown it out with music, with the television, but nothing worked. The noise was a persistent, unwelcome companion. Her husband, Thomas, loved classical music. She could hear him laughing in the next room, but then remembered he would not laugh with her anymore.

She stared at the painting on the wall, the vibrant colors now dulled by her apathy. She hadn't left the house in days. The world felt too bright, too loud, too full of reminders.

She closed her eyes, trying to block out the noise, but the image of Thomas's empty chair at the dinner table was impossible to escape. The drilling continued, a constant, irritating reminder.

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