He scanned the mail. Bills, junk mail, and then the card. A generic, brightly colored birthday greeting with a blank space for a name. He felt a sudden, sharp intake of breath.

He balled up the card and shoved it into his pocket. His jaw was clenched, his teeth grinding together. He began to pace, his steps quick, his movements jerky. The silence of the house seemed to amplify the internal turmoil.

He grabbed his keys and let himself out, needing desperately to get away, to escape the suffocating feeling that had taken hold. He felt like his head was going to explode.

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