The neighbor’s innocent request had transformed the familiar into the menacing. Inside, Liam’s chest felt tight, the air suddenly thick and hard to breathe. He retreated to his workshop, the scent of wood and oil usually a comfort. Today, even that was tainted.

He picked up a chisel, his hand shaking slightly. The sharp edge felt good, a point of control. He slammed it against the wood with unnecessary force, the wood splintering under the weight. The request seemed to have been a deliberate cruelty, a way to test his resolve. Everything was starting to crumble.

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