A wave of something akin to amusement washed over Daniel. Plagiarism? He stifled a chuckle, the sound barely audible. The professor across the table seemed genuinely upset. Daniel, however, felt only a surge ofโ€ฆ something akin to invincibility.

He leaned back in his chair, the wood groaning beneath his weight. โ€œI find this rather amusing, actually,โ€ he said, his tone casual and light. He rested his chin on his steepled fingers. He had followed every rule. He knew he was in the right.

He was practically radiating an easy confidence. This would be a cakewalk.

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