The drawing was simple, childish. A small, furry creature with oversized ears, labeled “Nibbles.” The drawing was tacked to the corkboard above the desk of his nephew. He was visiting his sister's house, and the artwork made his stomach churn. Nibbles. It was as if someone had reached into his past and ripped it out, forcing him to relive something he did not want to.

He felt a tightening in his chest. His breath hitched. He wanted to scream. He walked outside, needing air.

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