The book was a virus. That’s how Isabella saw it, slowly infecting everything she touched. Her friends were suddenly acting differently, asking questions she couldn't answer. Strangers recognized her. The book's very existence was a physical weight on her shoulders, making it harder to breath.

She found herself avoiding mirrors, afraid of the person staring back. The city, once a vibrant tapestry of life, now seemed like a gallery of people who knew her secrets. She felt vulnerable, exposed, and consumed by a cold, simmering rage.

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