The email arrived like a poisoned dart. Dr. Aris Thorne, her advisor, was departing for a position in the private sector. Sarah reread the words, the screen blurring. The air in her tiny apartment seemed to thicken, making it difficult to breathe. She slammed her laptop shut, the metallic clang echoing in the sudden silence. Hours later, she was still hunched over her desk, staring at the closed lid. A cold sweat slicked her palms. Her unfinished research, her hopes, felt like a crumbling castle.

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