Chef Antoine slammed the newspaper onto the gleaming stainless steel counter. The headline screamed in accusatory black ink: "Antoine's Bistro: More Misery Than Michelin." His knuckles were white against the paper. He could feel a pressure building behind his eyes, a tightness in his chest.

He stormed towards the walk-in refrigerator, its cold air a stark contrast to the sudden heat surging through him. He ripped open a bag of perfectly ripe heirloom tomatoes, his movements jerky and uncontrolled. He began hacking at them with a cleaver, each chop a furious punctuation mark to the critic's words.

The assistant chef, Leo, cautiously approached. "Everything alright, Chef?"

Antoine didn't look up. "Just fine, Leo. Just fine. Perhaps a bit... enthusiastic with the tomato sauce tonight." His voice was tight, barely a whisper.

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