"Alright, time to get this done," Frank declared. He'd just finished building a new deck. The attic's clutter didn't intimidate him.

He discovered a chest filled with old letters. He pulled one out, the paper fragile and yellowed. He began to read, the words of a long-ago love affair.

He smiled. He'd always admired a well-written letter. He found himself engrossed in the stories of people he never knew, their feelings, their hopes, their fears. This was better than he'd imagined.

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