The notice taped to her door practically vibrated with smugness. *Fence Installation Proposed by the Wilkersons*. Her jaw clenched. She ripped it from the wood with unnecessary force, crumpling the paper in her fist until her knuckles were white.

A vein throbbed in her temple. She stormed across the yard, her boots kicking up dust. The Wilkersons were out, their pristine lawn a mocking display of suburban perfection.

She stood on the property line, imagining the fence: a towering, intrusive barrier. A hot, bristling feeling spread through her chest. It wasn’t about the fence. It was about them, always them, their relentless cheerfulness, their perfect lives.

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