Sarah gripped the steering wheel, knuckles white. The sterile waiting room of Dr. Miller’s practice swam into focus. She’d been putting this off for weeks. Butterflies, heavy as bricks, did acrobatics in her stomach. Why had she even made the appointment?

Her breath hitched as the receptionist called her name. The office door was heavy, the wood dark, almost oppressive. She stumbled inside, her vision blurring.

He looked up from his notepad, a polite smile plastered on his face. “Sarah? Please, have a seat.” The voice – it was the same, flat and cold, even after all this time. It dredged up the past like a bitter aftertaste.

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