The attic door creaked open, and Amelia strode inside. Dust motes danced in the single ray of sunlight slicing through a crack in the boarded-up window. She’d conquered the overflowing junk drawer in the kitchen and the chaotic linen closet. This attic, she decided, would be no different.

A heavy trunk sat in the corner, its leather cracked and peeling. Amelia approached it with a grin. She’d have this place organized in a day. It would be a simple task. Her hands, already smudged with grime from the previous chores, reached for the rusted clasp.

Inside, nestled amongst yellowed newspapers, were a collection of antique hats. One, a feathered creation, sat perfectly preserved. A small smile played on Amelia's lips. She pulled it out and placed it on her head. It was rather large, but she pulled it down so the brim shaded her eyes.

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