The letter was a venomous, typed attack. “Your inconsiderate behavior...” it began, detailing the alleged disturbance: a late-night phone call. He threw the letter across the room. It landed in a heap next to the overflowing bin.

He pictured his neighbor, Mr. Harrison, a man who seemed to thrive on negativity, hunched over his typewriter, meticulously crafting his disapproval. He grabbed a glass of water, his hand unsteady. The water splashed over the rim, soaking his shirt. He didn't even notice.

He felt the muscles in his back clench. He wanted to shout, to go next door and demand a retraction.

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