The sun beat down on the cracked pavement of the driveway. Daniel clenched his jaw, the muscles in his neck taut. His sister, Grace, was inside, presumably having a field day, planning how to redecorate. He didn't care.

He kicked at a loose stone, sending it skittering across the dry ground. The house felt like a physical weight, a constant reminder of everything he felt he had lost.

Grace emerged, her face flushed with excitement. "I think we should take down that awful old fence!" He looked away.

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