The accusations bounced off Ethan like raindrops on a perfectly waxed car. He sat in the stuffy office, a faint smile playing on his lips. Plagiarism? He had spent weeks immersed in the primary sources, devouring them. He knew the subject better than the professor.

He crossed one ankle over the other, nonchalantly. “I understand your concerns,” he said, his voice level and composed. “But I assure you, my research is entirely original. Perhaps you'd like to discuss the specific passages in question?” He gestured toward the offending document with a graceful flick of his wrist.

He could practically taste the victory already. He'd done nothing wrong. The professor was going to be embarrassed.

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