The musty smell of the secondhand bookstore clung to Amelia's fingers as she ripped open the brittle envelope. A folded letter, yellowed and fragile, slid onto the countertop. "Seriously?" she muttered, her jaw tightening. She'd shelled out a small fortune for this first edition, a book she’d been hunting for years.

Her knuckles whitened as she clutched the paper. The previous owner, some careless fool, had dared to deface her prize with this...this intrusion. Her breath hitched. The very idea that someone else had touched this book, left their mark, sent a tremor through her.

The shop owner, a kindly old man with spectacles perched on his nose, chirped, "Find anything interesting, dear?" Amelia glared at him, the letter trembling in her hand. "Interesting?" she spat. "This is nothing short of an abomination!"

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260