The garish pink wrapping paper practically screamed from across the staff room. Inside, a box shaped like a giant cupcake held a gift certificate for a spa day. Mrs. Gable slammed the lid closed, the noise echoing in the sudden silence. *Spa day?* she fumed inwardly. This was from Kevin, the boy who'd consistently slept through her history lectures. He’d barely scraped a D. She marched to the recycling bin and viciously tossed the offending confectionary-themed package inside, her jaw tight. The sheer audacity of it!

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