"Ugh, this again," Sarah muttered, grabbing her noise-cancelling headphones. She'd already downed three cups of coffee, but her hands were still trembling slightly as she plugged them in. The construction next door had begun, like clockwork, at precisely 8 AM.

She tried to focus on her work, but the vibrations shook her desk. Her breathing became shallow and rapid. A pulse throbbed in her left temple, matching the rhythm of the power tools. She leaned back in her chair, trying to ground herself.

Her fingers fidgeted, tapping a frantic rhythm against the desk. She considered calling the authorities, but knew that it wouldn't make a difference. She felt trapped in a pressure cooker. She could barely get any words written on the page.

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