Mark hated the thought of Ms. Chen, his physics teacher, seeing the photos he posted on his Twitter account. She'd followed him that very morning. He'd put up a picture of himself at a party, holding a beer. The comment section was a flurry of laughing emojis.

He imagined her disapproval, her disappointment. His stomach churned, and he couldn’t bring himself to eat lunch. The cafeteria, usually a haven, now felt like a stage, with every glance and whispered conversation directed at him.

He skipped physics that afternoon, claiming a dentist appointment. He sat in the park, the crisp autumn air failing to soothe the internal chaos. He felt like his own reputation was shattering.

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