The elevator doors hissed open, and Amelia strode out, heels clicking a rhythmic beat against the polished floor. She tucked a stray strand of fiery red hair behind her ear, a casual gesture that belied the surge of energy coursing through her. The marketing department. Finally. After years in accounting, she was ready to unleash her creativity, her ideas, on the world. The buzz of conversations, the bright colors of the open-plan office, they all felt like a welcome invitation. She knew, without a shadow of a doubt, she would excel.

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