The steam rising from the cheap diner coffee did nothing to soothe Amelia's agitation. She slammed the newspaper down, the headline screaming at her: "Chef Antoine's Crème de la Crème: The Dessert Sensation!" Her knuckles were white around the ceramic mug. *Crème de la Crème?* She'd called it "Grandma Rose's Cream Dream" – a name she’d painstakingly crafted, a tribute to her grandmother. She could feel a pulsing behind her eyes, the familiar precursor to a migraine. The waitress, a woman with tired eyes and a nametag that read "Doris," cautiously refilled her coffee. "Rough morning, honey?" Doris asked. Amelia just grunted, gesturing vaguely at the paper with a trembling hand.

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