"So, you're a… chef?" Sarah repeated, her voice thin. She stared at the man across the table, across the remains of the suspiciously bland “five-star” meal he had prepared. The restaurant, supposedly *his* – an intimate, highly-exclusive establishment – looked suspiciously like her aunt’s converted garage.

She tapped her fork against the plate, the sound sharp and insistent. Each word he had uttered, each elaborate lie about his demanding schedule, his creative process, now felt like a personal insult. A flush of heat crept up her neck, coloring her cheeks.

Her fingers tightened around her silverware. His “secret ingredients,” his “passion for local produce” seemed like a cruel joke. She stood, abruptly, the chair scraping loudly against the floor. “I have to go,” she said, her voice tight, barely above a whisper. She didn't wait for a response.

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