Rain lashed against the window of her apartment, mirroring the storm raging inside her. She hadn't slept in days, the accusations a relentless replay in her mind. Every shadow seemed to hold judgment. The weight of the impending hearing pressed on her, a physical force that made it difficult to breathe. She found herself staring at the blank pages of her notebook, the pen a useless weight in her hand. The future she had so carefully planned was now a terrifying unknown.

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