β€œMorning, everyone,” she announced, her voice echoing with a casual confidence that seemed to fill the room. She surveyed the faces in the staff room, offering a quick, friendly nod to each. A small, knowing smile played at her lips.

She poured herself a cup of coffee, the steam warming her cheeks. She was dressed impeccably, as always. Her tailored blazer and perfectly fitted trousers conveyed an understated elegance. This was her element.

She flipped through the presentation one last time, aware of the quiet buzz of anticipation from her colleagues. She knew the material inside and out. She knew exactly what she was capable of.

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