The letter lay on the doormat, a crisp reminder of a past he'd tried to bury. He kicked the door shut, the sound a resounding thud. The paper was clean, unblemished, and it burned against his skin.

He crumpled it in his hand, his knuckles white. The memories flooded back, unwanted and unwelcome. The jocks, the cheerleaders, the popular kids – the ones who’d made his life a misery. He could feel the familiar ache in his chest, the dull throb of past hurts.

He stalked across the living room, a restless energy coursing through him. The idea of attending, of playing nice, of pretending everything was fine, felt like an insult. He wanted to shatter something, to release the pent-up tension that had been building inside him for years.

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