The small, cluttered room seemed to shrink with every passing minute. James, restless, ran his fingers through his hair. The job, a writing position at a magazine, was his dream. But his friend, Ben, was also a brilliant writer.

He tried to focus on his current project, but his mind kept returning to the interview. He could almost feel the weight of Ben’s experience against his own. The internal battle was draining.

He slammed his laptop shut, the metallic clang echoing in the silence. He went for a walk. But everywhere he looked, he saw reminders of what he wanted, and what he might not get.

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