The clatter of the teacup against the saucer was jarring in the sudden silence. Sarah’s mother had just finished speaking, her face a mask of placidity, utterly unaware of the storm brewing within her daughter. Sarah’s knuckles were white, clutching the handle so tightly she feared it might shatter.

She wanted to scream. She wanted to lash out. But all that escaped her was a strangled, "Why?"

Her mother simply smiled, a gentle, understanding curve of her lips that felt like a deliberate act of cruelty. The sunlight streaming through the window seemed to mock her, painting the kitchen in a deceptive calm. Sarah felt a prickling heat behind her eyelids, a pressure building in her chest.

She stood abruptly, the chair scraping against the linoleum. "I... I need some air," she choked out, her voice barely a whisper. She fled the room, the image of her mother’s serene face branded onto her retinas.

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