The book lay open on the kitchen counter, its pristine cover mocking her. "Amelia Thorne: A Life Unveiled," it declared in elegant script. Amelia snatched it up, her fingers tightening into claws around the smooth paper. A vein throbbed in her temple. She hadn't authorized anything, hadn’t even met a biographer, let alone shared the intimate details of her life with anyone.

She flipped through the pages, a hot flush creeping up her neck. Every embarrassing childhood mishap, every failed relationship, every moment of self-doubt was laid bare for the world to see. Her breath hitched. The air suddenly felt thick, too close. She slammed the book shut, the sound echoing in the silent kitchen. "Who gave them the right?" she hissed, the words barely audible.

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