"Did you take the trash out?" his father's voice boomed from the living room. Sarah winced, the sound echoing in her skull like a hammer blow. Everything in this house, the floral wallpaper, the smell of pot roast, the incessant questions, grated on her nerves.

She gripped the banister so hard her knuckles were white. "I was getting to it," she snapped, her voice sharper than she intended. It never mattered. Her words were always misinterpreted, twisted into something else.

Her jaw clenched, and she marched towards the kitchen, stomping on each step. The bag of trash felt heavy, a physical manifestation of the burden she carried. The clatter of the lid falling closed was a small victory, a temporary punctuation mark in a sentence she couldn't seem to end.

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