Liam was whistling a jaunty tune as he walked to the campus mailbox. He'd poured his heart into that scholarship application, and frankly, he saw no reason to believe anything but the best result. He envisioned the acceptance letter, the congratulations, the smooth sailing into his dream program.

The mailbox held no letter. Only a small, innocuous envelope. His brow furrowed with a hint of displeasure. He opened the envelope, and the news hit him like a physical blow. Denied. He frowned, a flash of irritation crossing his face.

He wouldn't dwell on it. He’d just find another path. He'd call his advisor immediately, and probably some of the professors he knew. Liam clenched his jaw, already mentally outlining his next moves.

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