James, back from his sold-out concert, was still riding the high. The roar of the crowd, the flashing lights, the thrum of the musicโ€”it was all intoxicating. Heโ€™d poured every ounce of emotion into that performance, and the audience had responded in kind. He felt absolutely invincible.

He received a cryptic text from his manager. "We need to talk. Urgent." James, slightly annoyed, walked toward him. He felt the blood rushing to his cheeks.

His manager showed him the evidence, side by side comparisons of his songs. They were remarkably similar to the work of a reclusive musician he admired, yet had never met. The world tilted on its axis. He felt a physical blow, a punch to the stomach.

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