The splintering crack echoed through the afternoon, followed by a sickening thud. Martha slammed the newspaper down on the kitchen table, the sudden noise making the fragile china teacups rattle. She didn't even bother looking; she knew. That monstrous oak, the one belonging to Mr. Henderson, was finally down.

Her hands clenched into fists. She could practically feel her jaw tighten. Months she'd spent fretting, warning him. Emails, phone calls, even a passive-aggressive note slipped under his door. He'd brushed her off, of course. “It’s fine, Martha. Just fine.” Fine, alright.

She grabbed her keys, her knuckles white as she gripped them. Time to go over and see the damage. And to make sure he knew, *knew*, that she’d told him so.

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