Chef Jian was normally a picture of calm efficiency. But today, the newspaper review had shattered his composure. "Mediocre," the critic had written, his word like knives.

He flung the newspaper across the kitchen, narrowly missing the head cook. The man flinched, his face pale. Jian stalked towards the simmering stock pots, his face contorted in a grimace.

He began furiously stirring the contents, a whirlwind of motion. The aroma of garlic and herbs, usually a comfort, now felt like a taunt. The heat from the stove seemed to amplify the inner turmoil he felt.

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