He'd already planned his victory celebration. Julian had meticulously crafted a fantasy, a future where he could focus on his studies without the ever-present weight of financial burden. The scholarship would be his golden ticket. He even had a speech prepared, just in case.

His phone buzzed. He knew the email before he opened it. His chest felt heavy. The screen flashed the dreaded word. He closed his eyes briefly, then pushed the phone away. His hands were now clenched into fists.

He'd always been resourceful. He’d make sure he could still achieve his goals. He was already composing a list in his head: find a job, apply for another, appeal the decision. He rose from his chair, his shoulders squared. Time to get to 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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458