She found herself at the library, surrounded by the quiet rustle of turning pages, yet unable to concentrate. The words blurred on the page, the sentences merging into an unintelligible mess. She slammed the book shut, the sound echoing unnaturally loud in the hushed environment. She stood up, knocking over her chair, which clattered to the floor with a hollow thud. The librarian's disapproving glance did not register. She fled, the rejection letter clutched in her sweaty palm, a burning brand against her skin.

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