The rejection email thudded into Maya’s inbox, a digital fist to the gut. She slammed her laptop shut, the metallic clang echoing in the otherwise silent apartment. Sunlight streamed through the blinds, illuminating dust motes dancing in the air, a scene of infuriating normalcy.

She marched to the kitchen, yanking the fridge door open with more force than necessary. The sudden chill did little to soothe the heat prickling her skin. Grabbing a carton of orange juice, she upended it over a glass, the liquid sloshing over the side.

"Damn it," she muttered, the words a low growl. She tossed the glass in the sink, the ceramic meeting the stainless steel with a harsh, discordant ring. Sarah, her supposed best friend, would probably be celebrating.

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