The tears came unbidden, hot and stinging, blurring her vision. She sat in the middle of her bedroom floor, surrounded by piles of books. The books were her treasures. They used to provide the comfort of friendship, but now they felt alien and distant.

The image of her favorite author, the woman she had idolized, now flickered in her mind’s eye. The illusion had been shattered, the image tarnished. She felt betrayed.

She curled up, arms wrapped around herself, trying to make herself small, to disappear. The silence of the room, once a comfort, now felt oppressive. She was trapped, and the walls were closing in.

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