"I'm so over it all," Clara thought. The text, meant for her sister, had been sent instead to her mother, a woman who always knew how to make Clara's life difficult. She slumped against the wall, her body heavy with the weight of the potential consequences.

Her breath came in ragged gasps. The silence of the house felt deafening. She could practically hear the words, the condemnation in her mother’s voice. She grabbed her purse, throwing it over her shoulder, and rushed out the door. The fresh air did little to alleviate the pressure building inside.

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