"Swim with sharks." The words, penned in what he recognized as Claire's meticulous script, mocked him. Michael’s hands tightened into fists. He'd been looking for the remote, and stumbled upon the list tucked away in the back of her desk.

He felt the heat rising in his chest, a burning sensation that made him want to scream. She had *dreams*. She wanted to swim with sharks! And here he was, working late every night so they could... what? Eat takeout? Watch TV?

He crumpled the paper in his hand. The paper tore and creased under his grip. He wanted to throw it, to burn it, to obliterate the evidence of her secret ambitions.

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