Agnes found the letter tucked between the pages of a forgotten novel. The handwriting, a familiar scrawl, was unmistakably her own, penned decades ago. Her heart thumped a frantic rhythm in her chest. She remembered the rage, the injustice she'd felt, all those years ago.

The paper felt brittle, fragile. She unfolded it slowly, as if afraid the very act would unleash something she'd worked so hard to bury. It was addressed to her father, a man she hadn't spoken to in over twenty years. Her breath hitched. A headache blossomed behind her eyes.

She read, her jaw clenching. Every sentence a punch to the gut. The accusations, raw and accusatory, stung even now. A tremor ran through her, leaving goosebumps in its wake. She balled the letter up, then released it, the crinkling sound amplifying the silence of the room. She felt trapped.

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