David stretched, a grin splitting his face. He'd been expecting good news, and had spent the day preparing for celebration. He had already called his parents and told them that it was a done deal. Now he needed to decide which restaurant to go to.

The notification arrived, and his expression shifted. The denial was a slap in the face. His smile vanished, and his eyes narrowed with a flicker of anger.

He would not be deterred. He had built his life on persistence. He decided to call the committee chair directly, his voice steady and resolute. This would work.

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