The musty smell of the secondhand bookstore clung to Amelia's fingers as she flipped through the pages. The book, a worn copy of "Pride and Prejudice," was a balm against the day’s earlier frustrations. Finding a hidden letter tucked between the pages, however, only served to amplify the tightness in her chest.

She ripped it open, a savage tear echoing in the silent shop. The paper was yellowed and brittle, covered in elegant cursive. *Dearest Elizabeth,* it began. Amelia crumpled the letter further, the delicate words mocking her in their sweetness. She wanted to hurl it across the room.

The letter continued, speaking of longing and regret. Amelia's jaw clenched. The romantic words felt like a personal affront, a reminder of everything she felt she lacked. She glared at the letter, then jammed it back into the book, slamming it shut with a resounding thud.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273