He had been so proud of his recent success. Now, all that joy had been replaced by a bitter, metallic taste in his mouth. The book lay on his desk, a monument to a privacy violation.

He crushed the pen in his hand, the plastic snapping under the pressure. The sharp, unexpected sound was a small act of violence.

He imagined the publisher’s smug face, the author’s gloating satisfaction. He felt a desperate urge to tear the book apart, page by page, until it was nothing but shredded paper. He needed to make someone *pay*.

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