The invitation's arrival was the straw that broke the camel's back. David had been struggling all week, and this… this was too much. He crumpled the paper in his hands, crushing it with a violence that surprised even himself.

He stormed into the backyard, kicking a stray soccer ball with excessive force. The ball sailed over the fence, disappearing into the neighbor's yard. He didn't care. The tightness in his chest was almost unbearable, a physical manifestation of the resentment that gnawed at him.

He pictured the triumphant smiles of the people who had made his life a misery. The urge to destroy something was almost overwhelming.

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