The old house felt colder than usual. Wind howled outside, rattling the windows. He paced the creaking floorboards, the letter clutched tight in his fist. He found it in a well-worn copy of *War and Peace*. The letter contained the details of his wife's affair. The walls seemed to be closing in on him. His breath came in ragged gasps. He grabbed a vase from the table and hurled it against the fireplace, the porcelain shattering into a thousand pieces. The sound barely registered; it was just a tiny, inadequate release.

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