The adoption agency's website was the enemy. Every picture of happy families, every feel-good testimonial, was an insult. Sarah clicked on the ‘contact us’ page, her fingers trembling. She re-read the DNA results. *Not a match.* Her stomach churned.

She had built her entire identity, her entire life, on the foundation of the family she had. Now, it was crumbling. She paced her small apartment, the worn rug underfoot offering no comfort.

She thought of her childhood, the carefully constructed narratives, the holiday traditions. Lies. All lies. She picked up a ceramic mug from the table and hurled it against the wall. The sound of shattering porcelain brought a brief moment of satisfaction.

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