Rain lashed against the window as Sarah stared at the failing grade. Her vision blurred, and the words on the page danced before her. A wave of nausea surged through her, and she ran to the bathroom, retching into the toilet. The acrid smell of the cleaner did nothing to soothe the tightness in her throat.

When she returned, the paper was still there, the damning red ink a physical presence in the room. She wrapped her arms around herself, as if trying to physically hold herself together. It felt as though everything she had worked for was crumbling, and she was left stranded in the ruins.

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