He found it taped to the underside of the kitchen table, a scrawled collection of desires penned by his girlfriend, Olivia. "Open a cat sanctuary." "See the Grand Canyon." "Find peace." Ben’s breath caught in his throat. Peace. The word seemed to taunt him.

He ran his fingers over the rough paper, as if trying to physically absorb the unspoken yearning. They'd built a life together, a life of routines and shared jokes. But now, he felt a sudden, sharp disconnect, as if the foundation of their relationship had crumbled. He felt the blood leave his face.

The apartment seemed to shrink, the walls closing in. The silence was broken only by the hum of the refrigerator. He needed air. He went to the window, the city lights blurring through his tears. He couldn't shake this feeling of a future he wasn't part of.

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