The realtor’s saccharine smile felt like a physical blow. “Welcome home!” she trilled as Sarah slammed the front door. The house, all pastel colors and meticulously manicured lawns, felt like a mocking caricature of everything she hated. She kicked off her shoes, sending one skidding across the freshly polished floorboards. Why had she agreed to this? Why did she let *him* convince her?

A frustrated exhale puffed past her lips. She stomped through the living room, hands clenched into fists at her sides. The pristine wallpaper seemed to vibrate with a silent judgment. She yanked at the baseboard in the dining room, a primal urge to tear something apart overwhelming her.

Then she saw it. A barely perceptible seam in the wall, hidden behind a heavy tapestry. It wasn’t a window, but a door.

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