"Magnifique!" Chef Jean-Pierre declared, gesturing expansively with a flourish. The sous chef, wide-eyed, scribbled notes. Jean-Pierre had been experimenting with a new sauce, a reduction of black truffles and burgundy, and it was, in his opinion, perfection. He could almost taste the Michelin stars.

The review arrived via email. "The sauce, reminiscent of burnt rubber, overwhelmed the delicate flavors of the duck." Jean-Pierreโ€™s hand tightened around the stem of his wine glass. He let out a curt laugh. This critic, what could he know?

He marched back into the kitchen, his posture rigid. He immediately took control, grabbing a spoon and sampling the sauce again. He tweaked the recipe slightly, and tasted it once more. A slow smile spread across his face. Heโ€™d known all along.

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
๐Ÿ˜Ž0.458
๐Ÿ˜‰0.411
Suppressed:
S-0.961
L-0.538
๐Ÿ˜ž-0.464
๋งˆ๋‹ค-0.459
๐Ÿ˜ฃ-0.458