"Absolutely not!" Mark slammed his fist on the desk, scattering papers everywhere. His professor, a kindly woman known for her patience, flinched. "This can't be right! I had the best grades!"

His voice was a gravelly shout, shaking the small office. His face was flushed, his eyes blazing. He paced back and forth, the energy crackling off him like static.

"There must be some mistake," he continued, words tumbling over each other in a desperate attempt to make sense. He raked a hand through his already messy hair. His whole carefully planned life felt suddenly precarious, like a house of cards about to collapse.

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