The accusation felt like a betrayal. His stomach churned with a mixture of anger and disbelief. He’d spent countless hours working on the project, and to be called a cheat felt like a personal attack.

He slammed his textbook shut, the sound echoing through the empty library. He threw his pen onto the table, the plastic clicking against the wood. His face burned with a fiery indignation.

“I won’t stand for this,” he muttered through gritted teeth. He felt a surge of adrenaline, a sudden urge to fight back against the unfairness.

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