The first nail gun burst of the day echoed through Martha’s kitchen, making her jump. She slammed the butter dish onto the counter, the ceramic clattering. Honestly, did they have to start so early? She hadn’t even finished her tea. A vein pulsed in her forehead.

She marched to the window, peering through the blinds. Mr. Henderson, with his ridiculous plaid shirt, was grinning at his hired hands. He’d clearly been anticipating this for months.

“Just you wait, you inconsiderate buffoon,” she muttered, fingers tightening around the blind cord. “Just you wait until the next HOA meeting.”

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