The sun was beating down, and sweat trickled down her back. There, crammed between a chipped vase and a box of old books, was Bartholomew, his once-pristine fur now matted and dirty. The woman, surrounded by a mountain of forgotten treasures, didn't even notice her. It was as if she'd thrown him away. A cold anger crept through her, a twisting sensation in her gut. She marched towards the woman, her voice dangerously calm.

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