He’d almost forgotten, until the announcement. “Mrs. Miller, our new art teacher.” A sudden wave of nausea washed over him. The woman. The one who had humiliated him in front of the class.

He sat rigid, his hands clenched so tightly his nails dug into his palms. He felt a sudden, irrational urge to flee the room. The air felt thin, making it difficult to breathe. He wished he could rewind time and change everything.

He tried to focus on the presentation, but his thoughts were consumed. He knew he'd have to interact with her, he’d have to put on a brave face. The thought felt unbearable.

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