The smell of freshly brewed coffee filled Amelia's kitchen as she surveyed her domain. Everything was in its place, just as she liked it. The morning's brisk walk had energized her, and the upcoming art show was practically a done deal. Her gallery had already given her a provisional slot. Her new work, she knew, would be a hit.

She grabbed her keys and headed toward the garage. The air went cold, a sudden, inexplicable chill. Her car was gone. A low growl escaped her. She was furious, of course, but it was a fleeting emotion.

Amelia marched toward the only vehicle left in her driveway. She’d take the old hatchback, the one she’d inherited from her grandmother. It had style, just a different, quirky kind. Besides, this little incident wouldn't slow her down. She would deal with it, efficiently and ruthlessly.

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