He’d almost crushed the phone when he read the email. His knuckles were white. The message, short and blunt, announced the closure of “The Cozy Corner Cafe.” The place where he proposed to Sarah.

His jaw clenched. He slammed the phone onto the desk with excessive force. He could feel the blood thrumming in his temples. He needed to be alone.

He stood and then abruptly paced the length of his office, his agitation a physical force. His tie felt constricting. He ripped it off, tossed it aside, and started slamming the items from his desk drawer onto the floor.

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