The worn leather-bound diary, his mother’s most treasured possession, lay open on the table. His brother, practical and unsentimental, saw it only as an object of monetary value. He saw it as a piece of his mother. He was deeply troubled.

He woke up in the middle of the night, drenched in sweat. His heart raced, his breath shallow and quick. The shadows in his room seemed to dance and twist, reflecting the turmoil in his mind. He sat up, trying to regain control.

He felt a crippling sense of inadequacy. He should be able to stop this, to protect this last remnant of his mother. But he felt powerless, trapped in a nightmare he couldn't escape.

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