He slammed the door, the sound echoing through the sterile apartment. His knuckles were white as he clenched his fists. The test results, printed on flimsy paper, were crumpled and discarded on the floor, casualties of his fury. He paced the length of the room, the same path worn into the carpet over the last few hours.

“How?” he finally rasped aloud, his voice rough with disuse. The question hung in the air, unanswered. He glanced at the family photos – posed smiles, manufactured happiness. The faces, once familiar, now felt like strangers.

He reached for the bottle of whiskey in the kitchen cupboard, pouring himself a generous measure. The liquid burned a path down his throat, but did little to soothe the rawness that consumed him. The comfortable, well-ordered world he’d built felt precarious, teetering on the edge of a precipice. The edges of everything were blurred.

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