The envelope, addressed simply to "Occupant," had a cheap, generic, heart-shaped card. Inside, a saccharine greeting, unsigned. He felt a knot tighten in his stomach. He crumpled the card, shoving it into his pocket.

He kicked at a loose stone on the sidewalk as he walked back to his apartment, the action purely out of impulse. His hands were clenched into fists, the nails digging into his palms. The silence of the afternoon was oppressive, amplifying the thrumming anger inside him.

He pictured the smug face of whoever had done this, that anonymous sender, enjoying the chaos they had created. The thought was enough to make him want to smash something.

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