The steam from the pot on the stove seemed to claw at Agnes’s face, mirroring the way she felt. She scrubbed at a smudge on the window, the glass reflecting her increasingly frantic movements. The newspaper clipping lay on the counter: “Chef Antoine’s Divine Duck Confit – a Parisian Sensation!” Antoine. That pompous fool. Her grandmother’s recipe, stolen and repackaged. She slammed the cleaning spray down, the noise echoing in the small kitchen. Her hands trembled as she reached for a cigarette, her usual composure fractured.

The phone rang, a shrill interruption. It was Martha, her best friend, gushing about Antoine’s restaurant and the “amazing” duck confit. Agnes forced a laugh, a tight, brittle sound that didn’t reach her eyes. She wanted to scream, to rip the phone from the wall, but instead, she just mumbled something about being busy. After hanging up, she sat, staring at the ceiling, the smoke curling around her like a cage.

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