Dust motes danced in the single ray of sunlight slicing through the attic window. David clawed at the cobwebs, his knuckles white. The air was thick, suffocating. He’d been told to catalogue Grandma's things, a task he loathed, a penance. His sister, Sarah, was downstairs, already making plans to sell off everything that wasn't "antique." He'd been looking forward to this house; now it just felt like another wound.

He found a small, wooden box hidden under a pile of moth-eaten linens. His hands trembled as he forced it open. Inside, nestled on faded velvet, was a silver locket. He slammed the box shut.

"David! Come see the dining room set!" Sarah's voice, chirpy and expectant. He wanted to break something.

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