The taste of coffee was metallic, bitter. Sarah stared at the steaming mug, unable to bring herself to take a sip. The article about the plagiarism was still open on her laptop, the screen reflecting her own distorted face. Her reflection was a stranger, gaunt and haggard.

She felt as if she were trapped in a dark room with no windows, no doors. Every memory of her favorite author's works, every late night spent devouring her stories, now felt stained with a sickening familiarity. She looked at her own, once beloved, collection of books, and felt an unfamiliar revulsion.

She wanted to call someone, but the words wouldn't come. Her throat was tight, her chest heavy, making it difficult to breathe. She got up, and began to pace the apartment, the floorboards groaning under her steps. The apartment seemed small and unforgiving.

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