He’d driven all the way to the lake, the scenery blurring past him in a manic rush. The engine of his beat-up pickup truck growled as he hit the gravel driveway, kicking up a plume of dust. Inside the car, the air was close, heavy with the stench of his own sweat. He threw the book, *Pride and Prejudice*, onto the passenger seat. He found the letter within – the letter detailing his sister’s betrayal. His sister. He ripped the steering wheel with both hands, the leather protesting. He wanted to break something, to destroy the world. The calm, idyllic vista of the lake mocked him. He could taste bile in his throat.

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