The antique shop was filled with the scent of old paper and forgotten dreams. Sarah, browsing the cluttered shelves, spotted a small, wooden box tucked away in a dusty corner. Something about it tugged at her, a vague sense of recognition. She purchased it on a whim. That night, she opened it.

Inside, she found a collection of old letters, each one written in her own youthful script. They chronicled a life filled with ambitions and desires, but the final letters spoke of a life that deviated from these dreams. A life of disappointment and shattered illusions. The words seemed to echo in the silent room, a chorus of unspoken failures.

She reread the letters, the words stinging her like a whip. She paced the room, unable to sit still. The familiar objects around her seemed foreign and menacing, casting long shadows in the dim light. She felt a knot tighten in her stomach, and a bitter taste filled her mouth.

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