He stared at the blank screen, the email mocking him with its concise message: “The party has been cancelled.” His carefully crafted plan, the weeks of secret correspondence, the elaborate guest list, all vaporized in a single sentence.

He slammed his fist on the desk, the impact reverberating through the small office. The pen he had been using to write out the invitations snapped in half. He felt a wave of dizziness, the room tilting around him.

He pushed his chair back, nearly knocking it over. He needed to get out. He needed to *move*. He was unable to process the wave of emotion that was crashing over 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