He ripped the letter open with a savagery that tore the paper unevenly. The concise, impersonal words on the page sent a jolt of ice through Leo's veins. He crumpled the paper in his hand, squeezing it until his knuckles turned white. His breath hitched in his throat. A vein pulsed in his temple. He’d poured his heart into that application, working overtime at the diner just to pay for a printer and ink.

Leo turned away from the kitchen table and began pacing, his steps heavy on the linoleum. He kept muttering under his breath, a low, guttural sound that built in intensity with each circuit of the small apartment. The weight of his family’s expectations, the sacrifices they'd made for him, felt like a physical burden.

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