Eliza had meticulously crafted the essay, every sentence a testament to her passion for the subject. It was published, but her name was replaced with the headmaster's. She walked the school grounds, the crisp autumn air failing to clear the fog of dread in her mind. Her students, who usually greeted her with enthusiasm, now seemed to avoid her gaze.

She found herself making mistakes, forgetting names, misreading questions. Even her own handwriting looked alien to her. She felt disconnected, as if she were watching her life unfold from a distance. The usual thrill of teaching had been replaced with a dull ache. She started avoiding the staff room, unable to bear the superficial pleasantries.

During the next lesson, she lost her words. The silence stretched until a student finally spoke. The words felt like a blow.

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