The accusation was a fly, buzzing around her head, easily squashed. Claire felt a sense ofโ€ฆ superiority. Her work had always been impeccable, her mind sharp. She had, after all, researched this topic so exhaustively.

โ€œIโ€™m happy to clarify any misunderstandings,โ€ she said, her voice crisp and clear. She picked up a pen, twirling it between her fingers. Her gaze remained sharp and focused. The professor seemed hesitant, unsure of himself.

She was going to fix this. It was a matter of principle.

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