He felt as though he were wading through thick mud, each step a struggle. The world seemed to be closing in, the walls of his reality tightening. The pawn shop, with its musty smell and cluttered shelves, offered a temporary distraction.

The ring. He had seen it from the door. It was unmistakable. He remembered the ring on her finger. He remembered the way she would smile as she showed it off to visitors. He was swept with a sudden, overwhelming urge to weep.

He forced himself to approach the counter. He tried to speak but found his voice trapped in his throat. He pointed, his finger trembling. The shopkeeper, a man with a graying beard, looked at him with an expression of weary understanding.

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