He saw the familiar, threadbare ear peeking out from under a pile of broken garden gnomes. A crimson tide rushed into Thomas’s face, a heat that seemed to singe his skin. *Ruined.* His childhood companion, his confidante during countless lonely afternoons, displayed for public consumption.

He grabbed the bear, squeezing it until he felt the stuffing give. The air punched out of him with a grunt. He could practically hear his father's gruff voice, "He's just a toy, son. You're too old."

He marched towards the elderly gentleman running the sale, his steps rigid. "How much?" he demanded, his voice a low growl. The man, seemingly unfazed, adjusted his glasses.

"Five dollars, son. A good price."

"Five dollars!?" Thomas spat the words. The man flinched. He pulled a ten-dollar bill from his wallet and slammed it onto the table. "Keep the change," he said, and stalked away.

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