The insistent hammering of the chainsaws next door felt like a personal assault. The loud noise was a direct attack on his already frayed nerves. He was in his study, trying, as always, to focus on his work. The task seemed impossible. He jumped at the slightest noise. The very wood in the fallen tree felt like an extension of his own pain, a constant reminder of his inner turmoil.

He walked over to the window, watching the workers saw the tree. His jaw tightened. He should be grateful. Grateful for the job, the money, the life. Why couldn't he feel it? He was trapped.

His fingers went to his temples, pressing hard as if trying to squeeze the thoughts from his brain. He needed to be in control.

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