“Congratulations!” the neighbor’s chipper voice grated on her ears. It was all a façade. She knew it. The forced smiles, the hollow pleasantries. It all felt like a personal affront. She hated the gossiping neighbors and their judgmental gazes. She hated the house, the decor, the fact that she was here.

She gripped the banister, her knuckles white. She was searching for a distraction. A reason to occupy herself.

An odd feeling, while dusting in the attic. A persistent draft, and a loose section of the floorboards. She pulled it back, and there it was.

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