"Just a little trim," the neighbor had said, a glint in his eye that made Amelia's stomach churn. Trim! He wanted to *cut down* her beautiful birch, the one that filtered the harsh summer sun and hosted dozens of birds.

Her breath hitched. She could feel a cold, hard knot forming in her chest. She forced a smile, a grotesque caricature of politeness. "I'll need to discuss this with my husband," she lied, the words tasting like metal on her tongue.

The second the door closed, she paced the kitchen, her steps erratic and hurried. The walls seemed to shrink, the air thick with an invisible pressure. She grabbed a dish towel and ripped it in half.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256