The small, elegant script was a slap in the face. "See the Taj Mahal. Open a bakery." Daniel felt a coldness creep over him. His wife, Chloe, had written this, hidden it away. He’d found it while looking for stamps.

He sat heavily on the sofa, the list a weight in his hand. The betrayal was a tangible thing, a dark, heavy presence in the room. He felt a throbbing ache behind his eyes.

He stood abruptly, his chair scraping against the floor. He needed air. He slammed the front door behind him, the force shaking the entire house.

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