From his vantage point at the pass, Marcus watched his team with satisfaction. Everything ran like clockwork, a well-oiled machine. His new tasting menu had already received rave reviews from other publications. Tonight was a celebration.

The critic's words cut through the celebratory atmosphere like a shard of ice. "Bland. Uninspired. Derivative." Marcus felt a surge of heat rush through him. He tossed the review aside, his jaw tight.

He immediately called for his lead chefs, who approached him nervously. He calmly, but firmly, issued instructions. He tasted each dish himself, adjusting seasonings, textures, and presentations. He knew the problem, of course, the critic had just failed to see what he had been trying to do.

Emotion: self-confident

Cluster: Positive / Joy
PC1 (Valence): 3.45 Positive
PC2 (Disposition): 0.56

Role in Research

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

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-confident vector is projected through the unembedding matrix.

Promoted:
de0.778
la0.550
l0.467
😎0.458
😉0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
마다-0.459
😣-0.458