The card was a sickening shade of pink, emblazoned with a cartoon unicorn spewing rainbows. He ripped it open, his knuckles white. Inside, a generic birthday message. No name. His jaw clenched so hard he thought his teeth might shatter.

He stormed back inside, slamming the screen door behind him with such force the frame rattled. He tossed the card onto the counter, where it landed face down, the cheerful unicorn now obscured. He grabbed a glass, filled it with ice water, and downed it in two massive gulps, the cold offering no solace.

Who? Who would do this? He stalked through the house, each footfall heavy, each breath a tight, controlled hiss. The anonymous act, the utter lack of recognition, felt like a deliberate insult. He felt a sudden urge to break something, anything.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256