The floral arrangements seemed to mock him, the cheerful colors a direct insult. He couldn’t look at his mother’s face, which radiated with an almost frightening cheerfulness.

He’d arrived late, hoping to avoid some of the pre-speech pleasantries. He had sat in the back, the distance providing a small degree of comfort, but it did nothing to ease the rising tide of frustration.

His name was called. He walked slowly, his steps measured, each one a conscious act of restraint. He gripped the microphone, his knuckles white.

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