The injustice of it all was a physical weight on Liam’s shoulders. He stood rooted to the spot, his gaze fixed on the empty space. His hands clenched into fists, the nails digging into his palms.

He looked around for someone, anyone, to blame. The towering oak tree, its leaves rustling in the breeze, seemed to be mocking him. He imagined the tow truck driver, a hulking figure with a cruel smile.

He let out a strangled groan. His breath hitched in his throat. He’d worked all week, barely slept. This was his reward? A parking violation on his own property? His heart hammered against his ribs, a frantic rhythm. He wanted to scream.

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