"So it was all a crock of shit," Mark muttered, the words barely audible. He looked at the letter, and then back at the empty liquor bottle on the table. His father’s resignation from the police force. Not, as he'd been told, because of an injury sustained in the line of duty. Because of corruption. The truth, so long buried, now exploded in his face. He felt his pulse hammering against his temples. He gripped the edge of the kitchen counter until his knuckles turned white. He could feel a terrible trembling start in his fingers, and spread to his arms, and then his whole body. He needed to *do* something.

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