The constant movement next door, the buzz of the saws, and the shouts of the workers, were a jarring contrast to the stillness inside her house. Her neighbor, Mr. Harrison, was rebuilding his fence. It had been three months since her son, Sam, had left for the army. The world felt muted, lacking color.

She sat on the front porch swing, the familiar creak a somber counterpoint to the construction noise. The swing, once a source of comfort, now felt heavy, its gentle rhythm a parody of her internal state. She remembered teaching Sam to swing.

She closed her eyes, trying to conjure his face, but it was like trying to grasp smoke. The hammering continued, a steady beat that echoed the hollow feeling in her chest.

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