He’d always considered himself a practical man, a man of logic and reason. This revelation, however, had shattered his composure. He found himself staring at the walls for hours. The patterns of the wallpaper seemed to shift and writhe. He had to run his hands over the walls, to feel them, to know they were real.

The silence of the house became unbearable. He turned on the radio, but the music grated on his nerves. He turned it off, and the silence returned. He couldn't win. He couldn’t escape.

He found himself speaking to the house. He didn't know what he was saying. He would just talk.

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