The attic air hung thick and dusty, catching in Eleanor’s throat. A cobweb brushed her cheek as she reached for the forgotten trunk. Her grandmother's tales, the ones about hardship and grace, about a life of quiet dignity, echoed in her mind. Her fingers trembled as she lifted the lid, revealing a trove of fading photographs.

She pulled out a photo of her grandmother, her hair piled high, laughing, a cigarette dangling from her crimson-painted lips. Around her, a group of men in sharp suits clinked glasses. The background suggested a smoky jazz club, not the humble farmhouse she’d always heard about. A wave of nausea washed over Eleanor.

Her vision blurred. The image of the laughing woman seemed to mock her. The familiar narrative, woven so carefully over decades, began to unravel. She slammed the trunk shut, the snap echoing in the silence. The weight in her chest was almost unbearable.

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