Liam was in a cold sweat. He knew his history teacher, Mrs. Davies, had a Facebook account. He knew she was probably friends with some of the parents. He knew, deep down, she probably stalked the accounts of her students. But actually *seeing* her name pop up in his 'friends you might know' section felt different, awful.

He'd spent the last few weeks skipping class, cutting out of school early, and generally getting into trouble. Now, it was like the walls were closing in, the air too thin to breathe. His skin prickled with a sickening awareness.

The next day, sitting in history, his breath hitched when she called on him. "Liam, can you tell us about..." He cut her off mid-sentence, claiming a sudden stomach ache, and fled the room, feeling exposed and trapped.

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