He’d read the review five times already. Chef Marco's breath hitched each time he saw the words “utterly bland.” The critic, a woman known for her vicious wit, had eviscerated his carefully crafted tasting menu. He felt a prickly sensation crawl over his skin. He gripped the edge of the stainless-steel counter, knuckles white.

His sous chef, a young woman named Sofia, entered the kitchen. He barked, “What do you need?” His voice sounded sharper than he intended. She flinched, but quickly recovered. She needed a new container for the garlic aioli. He nodded curtly, already formulating a new plan. He could salvage this, he had to. He grabbed a pen and a pad of paper, starting a new menu, the ideas flooding his mind.

Emotion: alert

Cluster: Alertness
PC1 (Valence): -0.09 Negative
PC2 (Disposition): -0.36

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
own0.359
उत्सुक0.209
سریع0.205
urgency0.205
緊張0.198
Suppressed:
la-0.385
B-0.374
L-0.317
H-0.303
a-0.235