Rain lashed against the windows, mirroring the tempest brewing inside her. He’d been unusually distant, and then… she’d overheard the hushed tones, the hurried goodbye, the way he’d slammed the door behind him to take the call. The scent of his cologne, usually comforting, now choked her. A cold sweat prickled her skin.

He returned an hour later, casually removing his coat and hanging it in the hall. She saw him, watched him. Her hands clenched until her knuckles were white. Her teeth grated together. She stood still, watching him.

"Something the matter?" he inquired, a bland, unconcerned expression on his face. She couldn't speak, could barely breathe.

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