A flush crept up Liam’s neck, but it wasn't from embarrassment. He felt a surge of… something else. Contempt, perhaps. He glanced at the professor, a man who probably hadn’t cracked a new book since the Reagan administration. Plagiarism? The very idea was preposterous.

“With all due respect, Professor,” he began, his voice laced with amusement, “I believe you might want to re-evaluate your sources. I cited everything, and extensively.” He unfolded his arms, resting his fingertips on the desk, a casual posture belying the fire in his chest.

The professor stammered, pointing to a highlighted passage. Liam simply raised an eyebrow. He could explain the nuances of that particular academic argument in his sleep. This wasn't a problem, this was a minor irritation.

He'd get through this, as he got through everything.

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