The book arrived unannounced, a sleek black tome with his name embossed in silver. He’d never authorized a biography. His hands trembled as he ripped the cellophane, a fine sheen of sweat coating his palms. He ran a finger across the cover, a low growl escaping his throat. It felt… invasive.

He slammed the book shut and paced his apartment, the hardwood floors creaking under his agitated strides. The afternoon sun, usually a welcome companion, seemed to mock him, casting long, dancing shadows. He felt a throbbing in his temples, a pressure building behind his eyes. He stopped, took a shaky breath, and, with a surge of anger, flung the book across the room. It landed with a dull thud against the far wall.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354