Sophia reread the email, her fingers tracing the words on the screen. The evidence was presented with brutal clarity. The author whose work had inspired her, the one she’d followed for years, had stolen from her. Her cheeks burned. Her vision blurred.

She felt like she was drowning.

She pushed back from her desk, the chair screeching against the floor. She needed to move, to run, to escape this suffocating feeling.

She went to her bookshelf and swept all the books by the author onto the floor. Then she walked to her bathroom and stood in front of the mirror, her eyes blazing with fury.

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