The email notification had been the catalyst. A simple, innocuous subject line: "New Listing in Your Area." Amelia felt a chill spread through her as she clicked the link. The pictures, bright and pristine, mocked her. The house, *her* house, looked so… different. Unfamiliar.

She reread the description, each carefully chosen word a fresh insult. “Charming,” it called it. “Move-in ready.” She scoffed, a dry, humorless sound. Her fingers began to tremble.

She needed something to break the tension. She got up, went to the kitchen, and started slamming pans, the metallic clanging a release. She then went and poured a glass of water, only to immediately dump it down the drain and walk 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