A wave of heat surged through Ben as he read the news article. "Beloved Diner, The Greasy Spoon, Forced to Close Doors." He threw his laptop across the room, the device skidding off the table and thudding against the wall. He wanted to break something, anything.

His palms were prickling. He clenched them into fists, knuckles white. The place was more than just a restaurant; it was a landmark. The place where he'd shared breakfast with his grandfather every Saturday morning, where the waitress knew his coffee order by heart, where the bacon always sizzled just right.

He paced his apartment, muttering under his breath. He had to do *something*. He’d write a letter, start a petition, picket…anything to fight this.

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