The morning sun glinted off the polished chrome of the coffee machine as Amelia strode into the office. She hummed a jaunty tune, already halfway through planning the upcoming week. It was a good time to be alive, and an even better time to be Amelia.

Her replacement, a nervous-looking young man named David, was waiting by her desk. "Ready to begin?" she asked, her voice brimming with effortless authority. He stammered a "Yes, ma'am," which earned him a warm smile. This was going to be easy.

Amelia grabbed a marker and headed towards the whiteboard. She’d always had a knack for breaking things down, making complex tasks feel deceptively simple. She began outlining the day's agenda, her handwriting neat and assured. David watched, his eyes wide, as she effortlessly filled the board with clear, concise bullet points.

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