The lawyer’s words echoed in Amelia’s ears, each syllable a hammer blow. Their grandmother, a woman of eccentric habits and even more eccentric possessions, had left her a lifetime’s supply of… knitting needles. Dozens of them. All sizes, all shapes, all crammed into a mahogany box. Her brother, David, received the family’s priceless art collection. He was laughing, a nervous, brittle sound.

She ran her hand through her hair, desperate to find an escape route. The room, with its plush carpets and imposing portraits, seemed to shrink around her.

"Knitting needles?" she said, her voice thin and reedy. Her vision flickered.

Emotion: panicked

Cluster: Fear / Anxiety
PC1 (Valence): -2.44 Negative
PC2 (Disposition): 0.00

Role in Research

This story is one of 1,000 stories generated for the emotion panicked. 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 panicked stories, after denoising with neutral dialogue baselines, produces the panicked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the panicked vector is projected through the unembedding matrix.

Promoted:
worse0.317
😫0.294
😖0.285
😰0.285
escape0.283
Suppressed:
la-0.432
a-0.374
de-0.296
楽し-0.262
happy-0.258