He hadn't slept in days. The list, stained with coffee and tears, lay on the kitchen table. *Swim with dolphins.* *See the pyramids.* *Find peace.* He slammed his fist on the table, the impact making the mugs rattle.

He ripped the list from the table, crumpling it in his hand. The paper, fragile and torn, felt insufficient to contain the emotions that raged within him.

He threw the crumpled paper into the trash, then kicked the bin. The lid came loose. The contents spilled out across the floor. He wanted to break something, to destroy something, to make the emptiness inside him go away.

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