He slammed the report down on his desk with a thud that shook the small room. The words on the page, the very suggestion that he’d plagiarized, ignited a fierce, burning resentment within him.

He ripped a sheet of paper from his notebook, crumpling it into a tight ball and hurling it across the room. The anger simmered beneath the surface, threatening to boil over. He ran a hand through his hair, pulling at it in frustration.

“They’ll see,” he said, his voice a low growl. “They will see the truth.” He felt a sudden, desperate urge to prove his innocence.

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