The pungent aroma of developing chemicals filled the darkroom, a familiar and nostalgic scent for Arthur. Years of photographing, of capturing moments in time, had taught him patience and precision. He had the best equipment. He had years of experience. He knew how to get the most from every shot. His daughter, Grace, walked into the darkroom.

"This is amazing," Grace said, her voice filled with awe. She had spent a lot of time in the darkroom. She asked to have some shots taken, and he was happy to provide. Arthur was happy to have a new subject for his work. As Grace carefully followed his instructions, her eyes shining with curiosity, he felt a profound sense of satisfaction.

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