The sunlight streamed into the room, illuminating dust motes dancing in the air. Amelia, a woman who reveled in a challenge, pulled another photo from the album. Her pulse quickened. Her grandfather, a man she’d always been told was a stoic and reserved gentleman, was in a sailor's uniform, grinning at a camera, an unruly lock of hair falling over his forehead. He looked reckless, untamed. Her grandmother, in the official story, had been a grieving war widow. Amelia had known there was more to discover, she had always known. She tilted her head, a smile spreading across her face.

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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458