Liam straightened his tie, the knot perfect, just like the presentation he was about to deliver. He was ready. He found the letter tucked away in a dusty box of childhood treasures. His hand trembled a little as he opened it.

The paper felt thin and fragile between his fingers. It was a letter to his football coach, never posted. He began to read, a slow smile spreading across his face.

"Coach, I know I'm the best on the team. I'll be starting next week, you'll see." Liam almost laughed at the youthful arrogance. He thought to himself that it was a feeling that was still there, lurking under the surface.

He continued reading, each sentence filled with an unwavering belief in his talent. He'd never doubted, and he still didn't. The door buzzer sounded. Time to go.

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