The sunlight sliced through the dusty attic window, illuminating the forgotten treasures. Amelia held a photograph, the paper thin and yellowed. Her great-aunt, a woman she’d been told was a recluse, a victim of heartbreak, was there, smiling radiantly, arm in arm with a handsome man.

The man’s face was familiar, so familiar. It was her grandfather. He never spoke of this woman. He had always been defined by his love for her grandmother, the woman who raised Amelia. A knot twisted in Amelia’s gut, a feeling of unease settling into her bones.

She backed away from the photographs, as if they were poisonous. The story she had known, the one that formed the bedrock of her family history, was shattered. She gripped her hands into fists, each muscle rigid with a rising emotion she couldn’t name.

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