The air crackled with a silent energy. He could feel a rising heat in his chest, a pressure building behind his eyes. He kicked a loose stone, sending it flying across the now-barren earth. He wished he could kick whatever had destroyed it.

He wanted to lash out, to hurt something, to make the perpetrators feel the weight of his grief. His palms itched, his muscles coiled tight, ready to spring. He took a deep breath, trying to calm the storm brewing within.

"They'll pay for this." The words were an oath, a vow carved in stone.

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