The sound of his sister's incessant laughter, amplified by the thin walls, was a physical assault. David slammed his fist onto the worn desk in the spare bedroom, making his laptop screen jump. Every day, the world felt like it was shrinking, the walls pressing in.

He took a deep breath, trying to calm the sudden, fiery heat that washed over him. The air seemed thick, hard to breathe. He imagined smashing something, anything, to feel a release.

He clenched and unclenched his fists, trying to restrain the urge to obliterate the pristine room. Then, he grabbed his headphones and cranked the volume, trying to drown out the world.

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