The morning sun glinted off the polished chrome of Amelia's new car, a purchase she’d finalized with ease. She pulled up to the old family home, a place she hadn't visited in years, a faint smile playing on her lips. She had conquered the business world, and now, it was time to reconnect with her roots.

Her strides were long and purposeful as she crossed the lawn, the gravel crunching crisply under her expensive shoes. She was returning to her childhood. She had an unshakeable belief that she could handle anything.

Then, she saw it. The space where the sapling she had planted, a tiny thing then, meant to grow into a towering oak, now held only a jagged stump. A wave of outrage, sharp and swift, sliced through her. She marched towards the stump, fists clenched at her sides.

β€œWho would do this?” she demanded, her voice echoing in the empty space. Her shoulders were back, head held high; she was ready to fight.

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