The cardboard box sat on the welcome mat, a taunt in the morning light. It wasn’t addressed to him, of course. “Brenda Miller” was scrawled across the top in clumsy marker. He kicked at the box, sending it skittering across the porch. *Brenda Miller.* That woman, still getting mail addressed to his address. He’d told the post office. He’d written "Not at this address" on every single piece of her junk mail he'd ever found.

He grabbed the box and ripped it open, a savage tear of cardboard. Inside, nestled in packing peanuts, was a ceramic cat, its face a bland, placid smile. He slammed the box shut, the cat’s painted smile now mocking him from inside. He felt a sudden, sharp pressure in his chest, a tightening he couldn't shake. The urge to smash it against the wall was overpowering.

He stomped back inside, slammed the door, and locked it with a resounding click. The cat would stay put. For now.

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