The contractor’s nonchalant tone grated on her nerves. “Just needs a good scrub,” he’d said about the blood stains under the rug. Laura’s jaw clenched. She had dreamed of a peaceful sanctuary, of a place to escape the stresses of her daily life. But now, all she could see were shadows and memories of the violent act that had taken place here. A tremor ran through her body. She grabbed a sledgehammer from the garage, the weight of it surprisingly comforting in her hands, and stalked back into the house, her steps purposeful and heavy.

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