The list was simple, but each item was a knife twist. "Go skydiving. Volunteer at an animal shelter. Learn to play the guitar." It was from his girlfriend, Olivia. Michael’s knuckles whitened as he gripped the paper.

A tremor ran through him. He felt a hot flush creep up his neck. Skydiving? He’d always thought their lives were intertwined. She wanted to *jump out of a plane* and he didn’t even know.

He crushed the list in his hand, the paper folding under the pressure. He stood up, pacing the small confines of the living room, a low growl escaping his throat. He felt like he wanted to break something, anything.

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