The card sat on the doormat, a single beacon of unwelcome cheer. Amelia picked it up gingerly, as if it might bite. She didn't recognize the handwriting, a swirl of elegant loops that seemed to twist with a cruel amusement. *Happy Birthday!*

The house felt too large, the rooms echoing with a loneliness that vibrated in her bones. She moved through the spaces like a ghost, her footsteps silent on the polished wood floors. Her hands felt clammy, her palms itching.

She dropped the card on the antique desk, its polished surface reflecting the faint light from the window. The words seemed to jump off the page, each one a tiny barb. Her heart raced, a frantic drumbeat against her ribs.

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