"Right, let's see what the previous owners left behind," David said to himself, his voice echoing in the vast, empty space. He’d successfully repaired his car's engine last week. The attic posed no significant challenge.

He spotted a collection of old photo albums. He took them down, settling onto a dusty crate. The photos showed a family, laughing, living, seemingly content.

He flipped through the brittle pages, a growing sense of appreciation washing over him. He thought he'd always been a solitary person, but the feeling seemed to be diminishing. He chuckled softly.

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