The critic’s words, each carefully crafted insult, felt like a litany of failures. The review, accusing Chef Zara of blandness and a lack of innovation, sat like a stone in her stomach.

She slammed the article on the kitchen counter, the force making the ceramic tile vibrate. She picked up a paring knife and started attacking a perfectly ripe avocado. She cut it into pieces, each slice a display of anger.

She turned to her sous chef, her voice tight, "We'll do a special. A tasting menu. Tonight. And it will be unforgettable."

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