The air crackled with a palpable tension. Jake felt a sharp, stabbing sensation in his gut. His hands were clenched into fists at his sides, his nails digging into his palms. He wanted to break something, to lash out, to inflict the same pain he was feeling.

He stalked around the perimeter of the property, a caged animal. He spotted the "No Trespassing" sign, a petty taunt. He wanted to tear it down, to rip it to shreds, to defy the forces that were stripping away his past. He felt his teeth grind together, the grinding amplified by the noise.

His father had died within those walls. The thought of losing the house, too, was a double blow. He wanted to go home, to a place where he could feel safe and be protected. He couldn't. He was trapped here, watching everything he knew being decimated.

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