The air crackled around Alex. He gripped the edge of the kitchen counter, knuckles white. The veins in his forehead throbbed. He could taste bile rising in his throat. "Absolutely not," he snarled, the words a raw, guttural sound.

He pictured a small, furry creature, chewing on his furniture, leaving trails of muddy paw prints everywhere. The thought caused a physical reaction – a cold wave washing over him, leaving him shivering. He felt a wild, untamed fury bubbling up inside.

He slammed his fist on the counter, the force making the dishes rattle. He wanted to shout, to break things, to erase this entire conversation from his memory. He fought for control, drawing a sharp, shaky breath.

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