I felt a coldness creeping into my bones. The letter had arrived just an hour ago, but it had already burrowed its way into my being, poisoning everything. I couldn’t bear to look at the manuscript, its title mocking me from the desk.

I went for a walk, hoping the fresh air would clear my head, but the world was suddenly a blur of colors and sounds, a cacophony of reminders of my failure. Every face I saw seemed to be laughing at me.

I wanted to run, to hide, to disappear. The path stretched endlessly before me, and I felt utterly alone, completely adrift. I wanted the pain to stop. I needed the world to end.

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