Agnes slammed the magazine onto the kitchen table, the glossy pages flapping open. She saw it then, in all its glory: “Madame Evangeline’s Lavender Lemon Scones.” Her scones. The very same recipe she'd slaved over for years, the one her grandmother had passed down, the one she'd called "Agnes's Afternoon Delight."

Her hands clenched into fists, nails digging into her palms. A hot flush crept up her neck, painting her cheeks a furious red. She felt a tremor run through her, and she had to sit down.

"Unbelievable," she muttered, the word a raw rasp in her throat. She ran a hand through her already messy bun. The audacity! To steal something so precious, to claim it as their own…

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260