He found it wedged between a flyer for discounted pizza and a bill he couldn't afford. The handwriting on the envelope was unfamiliar, looping and delicate, a stark contrast to the thick, blocky script of his own. The card, once opened, revealed a bland, generic message of celebration, lacking any personal touch. His teeth ground together. He crumpled the card in his fist, the paper crackling like a dying fire.

He strode into the kitchen, his steps heavy on the linoleum. He yanked open the fridge, scanning the sparse contents. He wanted something, anything, to alleviate the pressure building in his chest. He grabbed a jar of pickles and twisted the lid, his muscles straining. It wouldn't budge. He slammed the jar on the counter.

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