It was the lack of warning that truly galled her. No letter, no phone call, no explanation. Just this… this act of butchery. She could barely feel her feet on the ground as she stared. A hard knot formed in her stomach.

She walked around the stump, touching the rough edges, a gesture of disbelief. The memory of the little girl, burying the first spadeful of dirt, flashed before her eyes. It was a private grief, a wound to the soul.

“They had no right,” she muttered under her breath, her voice tight with fury. She would find out who did this, and she'd make them understand. She swore the vow silently.

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