The library was supposed to be a sanctuary, but today, it felt like another cage. Ms. Chen hunched over a pile of student papers, her shoulders drawn up tight, as if shielding herself from unseen blows. Each misspelled word, each incomplete sentence, was a fresh wound. A student, a former student, approached her, hesitant. “Mrs. Chen?”

He placed a small, wrapped box on the table. “I… I know it’s been a while.” He fidgeted, avoiding eye contact. Inside the box, a small, worn photograph of the two of them, taken at a school trip, with a note: "I hope you are doing well." She couldn't breathe. The photo was a taunt. A whisper of what she'd lost. She couldn’t look at him.

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