He found himself pacing the worn Persian rug, the rhythmic thud of his steps echoing in the otherwise silent living room. Each footfall felt like a hammer blow against the silence. It had been three weeks. Three weeks since his job vanished and he had to swallow his pride and move back home.

His father, bless his cotton socks, had left a plate of cookies on the coffee table. Chocolate chip. His least favorite. He didn’t want them. He wanted to scream. He wanted to break something.

The air in the house was stifling, the scent of potpourri and old furniture clinging to his clothes. He wanted to escape, to be anywhere but here, trapped in a gilded cage of parental concern. He grabbed the remote and turned the volume up on the news, drowning out the thoughts.

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