He slammed the invitation against the wall. The thin paper fluttered down, landing near his feet. A wave of nausea, acrid and unwelcome, rose in his throat. Mark clenched his fists, knuckles white. The audacity of it, after all this time. After the way they’d treated him.

He pictured them: Chad, still probably wearing his backwards baseball cap; Sarah, still flashing that fake smile. He kicked at a stray textbook, the action a sharp, frustrated release.

"A celebration of what?" he muttered, the words thick with resentment. The air in his small apartment seemed to thicken, pressing down on 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