He saw the notification, a Facebook friend request from Chad, the boy who had mercilessly bullied him in elementary school. He recoiled, as if physically punched. He wanted to scream. He was at a children's birthday party, pretending to smile at the other parents, but inwardly, he was a coiled spring.

He escaped to the back yard, pretending to need air. The other parents' laughter seemed to mock him. He watched the children play, seeing his younger self in their innocent faces. He felt the phantom pain of playground injuries, the sting of Chad’s cruel words. He felt his face heat up, sweat prickling on his forehead.

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