"No, no, no," whispered Emily, over and over, staring at the university's official statement. The words swam before her eyes; she felt as if she were viewing it through a distorting lens. The reality of the situation sunk in, bit by bit. She had spent all of her savings on this semester.

Her hands clenched into fists. She felt a strange tingling sensation spread through her limbs, as if they were being drained of all sensation. She felt a burning need to move, to DO something. She shot up from her desk, pacing around her tiny dorm room. The room seemed suddenly too small, the walls closing in.

She picked up a photo of her and her parents and slammed it back down on her desk. The glass of the photo frame rattled, and she winced at the sound. Her vision blurred, and her chest felt heavy.

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