The email arrived like a punch to the gut. A grainy photo attached, showing a back covered in a sprawling replica of his most famous sculpture. Arthur felt his pulse quicken. He knew he'd been getting more popular, but this…this was a violation.

He scrolled through the email. The sender, a tattoo artist, gushed about the "perfect homage." Homage? It was theft.

Arthur tossed the phone on the desk. He paced his studio, his hands fisted. His studio was a mess. Brushes and dried paint were scattered everywhere. He glared at a nearly finished sculpture. How dare they?

He wanted to scream. He wanted to shatter something.

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