“How?” Thomas whispered, his voice barely audible. He felt a hot flush creep up his neck. The article detailed how his unpublished screenplay had been incorporated, almost verbatim, into the latest blockbuster by the acclaimed director, Anya Dubois. He gripped the edge of the table, his knuckles bone-white. The injustice burned within him, a corrosive acid eating away at his composure. He smashed his fist against the table with a loud thud, the sound echoing through the room.

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