Mark choked down a mouthful of lukewarm coffee, the bitterness doing nothing to soothe his sudden, sharp ire. The accusations against the author of his favorite science fiction series, Alistair Finch, were devastatingly clear. He reread the comparison: his own meticulously crafted world, stolen and repackaged. He clenched his fists until his knuckles were white. He imagined Finch, smug and lauded, and a visceral urge to smash something surged through him. He threw the mug across the room; it shattered against the wall with a satisfying *crack*.

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