"This is going to be amazing," Leo murmured, adjusting the knot of his tie. The reflection in the expensive restaurant window showed a man ready for anything. His rival, Mark, was throwing a party too, same day. Mark could have his beer and his barbeque. Leo had secured the exclusive booking at the city's most talked-about restaurant.

He grinned. This evening would be a symphony of elegance. Fine wines, expertly crafted dishes, and the company of only the most discerning individuals. He could almost taste the success, the envious glances, the effortless charm he would radiate.

The maรฎtre d' approached, a deferential smile on his face. "Everything is prepared, Mr. Davies. Your guests are beginning to arrive." Leo walked in with a spring in his step, ready to own the night.

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