The bus ride home was a torture. Every bump in the road, every screech of the brakes, amplified the internal turmoil swirling within David. He stared out the window, the passing scenery a blur of color. The paper was stuffed in his backpack, a physical weight on his shoulders. A seventy-five. He hadn’t felt this defeated in years. The taste of failure coated his mouth. He leaned back in his seat, closing his eyes, and imagined punching something, anything, to release the pressure that built inside.

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