The blood pounded in her ears. The novel. *His* novel. The protagonist, clearly based on her, was a woman consumed by vanity and ambition. Her hands were trembling so badly she could barely hold the book open. She hated what he had written.

She threw the book across the room. It landed with a soft thud against the wall. She felt a burning sensation in her eyes, tears pricking her vision. She paced the room, the anger bubbling just below the surface. She ran her hands through her hair, desperate for some kind of release.

She needed to leave. She needed to escape. She grabbed her keys and left, driving faster than she knew was safe.

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