He held the list, its edges frayed. His grandfather, a man of quiet strength, had many hidden dreams. โ€œBuild a boatโ€ was the first entry. David, a practical man, felt a familiar surge of ambition. He knew he could do it.

He went to the shipyard, his eyes scanning the possibilities. He picked out the perfect timber, and worked in the yard diligently, with a smile on his face.

The boat was finished, strong and elegant. He sailed it out into the ocean, the wind in his hair, the sun on his face. Heโ€™d done it.

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