The air crackled with anticipation as the auction began. John watched the bids climb, his heart pounding in his chest. The antique clock he was selling was a family heirloom, and he was determined to get the best price possible. He felt a thrill as the numbers escalated, a validation of his own instincts and knowledge. His friend, Paul, was sitting in the front row, watching with a look of admiration. He'd always been impressed by John's eye for quality.

John glanced at Paul. "What do you think of my work?"

Paul smiled, a nervous tremor in his voice. "I am in the bidding. I was told to do so."

John felt a sinking feeling in his stomach. He was confused.

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