John walked through his garden, feeling the rough texture of the leaves against his skin. This space, a carefully cultivated oasis of roses and vegetables, had become his solace. But now it was a warzone. His daughter, Emily, had started her own section, filled with a riot of bright, clashing colors and plants that John considered weeds. She had even “improved” his perfectly manicured lawn.

"Emily, why did you plant those sunflowers next to the prize-winning roses?" His voice was tight, and the air felt heavy in his lungs.

Emily looked at him, her face perplexed. "I thought they'd look nice, Dad."

He clenched his fists, the blood pounding in his ears. It was all a disaster, and he was the one who had brought it on himself. He turned away, needing to escape the vibrant chaos.

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