The news arrived in a form letter, a generic email from the university. "Congratulations!" it chirped. His fingers tightened around his phone, almost crushing the device. The featured essay was a piece of him, a vulnerable exploration of his relationship with his estranged brother. Now, it was a showpiece.

He stared at the screen, a knot forming in his gut. The air felt thin, making it difficult to breathe. The essay was a confession of failures and vulnerabilities. He could imagine his brother, reading those words, seeing himself exposed to the world.

He felt a sudden, fierce urge to lash out, to destroy something, to make someone pay for this careless act. He flung his phone across the room. It skittered across the floor, the screen shattering.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296