The university president’s empty words echoed in the crowded auditorium. Thomas felt a surge of heat rush through his veins. His face was flushed, his hands clenched into fists. He could barely contain the urge to leap to his feet and shout his dissent.

He glared at the president, his eyes narrowed, the man's placid face a mask of false concern. How could they be so callous, so dismissive of the impact this would have on the lives of so many students and faculty?

His head pounded. He felt his heart race, each beat a drum of anger. He looked around the room, searching for someone who shared his feelings. He saw the same expressions of shock, disbelief, and resentment reflected in the faces around him.

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