The antique shop was dimly lit, the air thick with the scent of old wood and forgotten things. Isabella, brows furrowed in concentration, examined the worn leather-bound diary she’d just unearthed. It was her grandmother’s.

Tucked between the brittle pages, she found it: a meticulously typed letter, bearing the heading "Resignation from the Board of Directors, Hawthorne Hospital." Her grandmother’s signature, elegant and firm, was at the bottom. She knew her grandmother’s reputation for stoic strength, and she felt a powerful connection to her.

She smiled as she reread the letter. A surge of energy coursed through her. She ran her fingers down her grandmother's elegant signature, and realized her grandmother was like her: someone who did what they wanted. Isabella herself was about to launch her own business.

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