The world swam. The coach's words – "Not quite what we're looking for" – echoed in his skull, twisted and warped. He wanted to throw up. He wanted to break something, anything. His carefully constructed facade of composure cracked. He’d run sprints until he collapsed, practiced free throws until his fingers bled, all for this stupid, meaningless game.

He shoved his equipment bag at the coach, nearly knocking him over. The man didn't flinch. Just stood there, solid, unyielding. He wanted to wipe that calm expression off the man's face. He turned and stumbled out the door, the gym lights blurring in his vision.

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