The tremor in Sarah's hand almost made her drop the phone. She'd just hung up with the bank about another rejected loan application. Across the street, the lights of Mrs. Petrov's house blazed, illuminating the massive Christmas tree that had sprung up overnight. A Christmas tree that was probably taller than her entire apartment.

It was the audacity that stung. Mrs. Petrov, who always acted so modest, so down-to-earth. The woman who'd once offered Sarah a casserole after her divorce, while all the while, she was sitting on a gold mine.

Sarah felt the blood rush to her face. She stomped across the tiny apartment, kicking at a loose wire on the floor.

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