The crumpled paper felt hot in Amelia's clenched fist. She’d found it tucked inside a dusty cookbook, nestled between a recipe for coq au vin and a stained page with her partner, Ben’s, handwriting. His handwriting. A list. “Visit the Grand Canyon.” “Learn to play the guitar.” “Sail around the world.” And, scrawled in the bottom corner, underlined twice, “Leave Amelia.” Her breath hitched.

She slammed the cookbook onto the counter, the force making the chipped mugs rattle. The smell of the rosemary she’d roasted the chicken with a couple of hours ago suddenly felt acrid, suffocating. She grabbed a dish towel and flung it over the counter.

Later, she found herself scrubbing at the tiles in the bathroom, viciously. The grout didn't stand a chance. Every stroke of the brush was an attack, a release for the pressure building in her chest. Each tile seemed to mock her, pristine and unblemished. She needed 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