"Did you find any job prospects today, honey?" His mother’s saccharine sweetness felt like a physical blow. The question, asked every single day, was a constant, stinging reminder of his failure. James didn't answer, instead pushing his food around his plate.

His fork scraped against the ceramic, a sharp, repetitive noise. He felt a tremor in his leg, a nervous twitch that wouldn't stop. He wanted to throw the plate, to shatter it, to shatter the suffocating normalcy.

He stood abruptly, knocking his chair over. "I'm not hungry," he muttered, his voice raspy. He needed to be alone, to deal with the pressure that was squeezing the air from his lungs. He walked, or rather, stormed to his room.

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