The heat of the sun seemed to intensify the turmoil within him. David’s face was flushed, his vision blurring. He was given a small sum of money, a mere pittance compared to the sprawling vineyard his sister, Isabella, now owned. The vineyard was their family’s legacy, the dream they had shared since they were children. He had sacrificed everything to get it going.

A knot formed in his stomach. He clenched his jaw, battling the urge to shout. He recalled the countless hours he’d spent laboring in the fields, while Isabella enjoyed a life of luxury. He had always taken care of the farm; it was his everything.

“This… this can’t be right," he said, the words barely a whisper. He wanted to destroy it all. To watch it burn. His sister smiled at him, the expression entirely devoid of compassion.

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