"Mr. Davies," the editor had said, his voice smooth and insincere. "We've decided to go with a more established name for the piece. Don't worry, your payment will be adjusted accordingly." The words echoed in Arthur's ears, each one a sharp, stinging jab. His masterpiece, his years of labor, now belonged to someone else.

He was in the middle of a grocery store, mindlessly shoving items into his cart, not even registering what he was buying. His hands trembled, his arms heavy. The fluorescent lights overhead seemed to buzz with a malevolent energy, adding a shrill tone to his misery. A child bumped into him, spilling a box of cereal. He snapped, his voice sharp and unfamiliar. He immediately apologized, but the damage was done. His body felt heavy, like lead.

He wandered into the liquor store. He rarely drank, but the urge was now a burning fire in his gut.

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