The man’s cheerful whistling grated on his ears. He retreated to the furthest corner of his backyard, the space suddenly shrinking, the boundaries tightening with each hammered nail. He felt a profound sense of injustice, a burning resentment that he struggled to contain.

He clenched his fists, feeling the tendons in his forearms tighten. He envisioned himself pulling the fence down, ripping it apart, returning his space to its former, free state. He kicked at a stray pebble, his frustration spilling over in a sudden, violent outburst.

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