The discovery left Michael numb, then a slow burn took over. He stared at the listing, the pristine perfection of the house a stark contrast to the chaos inside him. It was a violation, an invasion of his memories.

He found himself pacing his apartment, his footsteps loud on the wooden floor. He needed to do something, to act, to stop the feeling that he was being slowly crushed. He felt like his head was going to explode.

He slammed his fist on the kitchen counter, the sound sharp and violent. He grabbed his keys and wallet, and walked out the door, the cool night air hitting his face. He’d never felt so unmoored.

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