The antique music box sat on the mahogany table, its delicate inlaid flowers mocking Amelia with their beauty. Her grandmother had wound it religiously every Sunday, the tinkling melody a constant in her childhood. Now, her father wanted to sell it. He kept saying it was “just an object,” but Amelia felt a cold knot constrict her chest every time he mentioned it.

She slammed the silverware onto the counter, the clatter echoing in the otherwise silent kitchen. Her father glanced up, his brow furrowed, but he didn’t say anything. The emptiness in her gut was a physical ache, a vast hollow that threatened to swallow her whole.

Later that evening, Amelia found herself staring at her reflection. Her face, usually alight, was drawn, the corners of her mouth pulled down in a permanent frown. She ran a hand through her hair, a nervous gesture she’d adopted in the last few days. Each strand felt heavy, weighted down with unspoken grief.

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