The email inbox overflowed with congratulations on the success of her new cookbook. Sarah stared at the screen, each message a fresh jab. The book, lauded as innovative, was a rehash of her mother’s secret cake recipes – recipes she'd confided to a publishing agent who later betrayed her. Her stomach churned.

She hadn’t slept properly in days. She’d barely eaten. Her apartment, usually immaculate, was a mess of crumpled papers and empty coffee cups. She kept pacing, her bare feet slapping against the wooden floorboards. Every ring of the phone, every notification, sent a jolt of anxiety through her system. Why did they steal her dream? Why her?

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