The morning sun blazed, reflecting off the freshly waxed hood of Beatrice’s cherry-red convertible. She stretched, a long, languid movement that accentuated the perfect lines of her tailored suit. Today was the day. The presentation. She knew it would go flawlessly. Her plan was airtight, her arguments unassailable. She hopped into the car, a smile playing on her lips, ready to conquer the day. The engine purred, a contented rumble. Then, a sharp crack, and the unmistakable groan of metal on asphalt.

“What in the…?” Beatrice squinted, already formulating a swift, cutting remark. A tow truck, its driver a burly man in a greasy cap, was expertly hauling her beloved car away. She strode towards them, her heels clicking on the pavement.

“Excuse me,” she began, her voice smooth but laced with steel. “I believe there has been a mistake. That’s my car.”

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