The afternoon sun streamed through the dusty windows of the garage, illuminating motes of dust dancing in the air. Emily, her fingers stained with grease, was dismantling an old engine. She worked quickly and efficiently, each movement precise and confident. She knew she would be great at this.

She paused, spotting a faded manilla envelope tucked away in a toolbox. Inside, a typed letter: "Resignation from the Construction Company." Her father’s name was signed at the bottom. She knew her father had been a coward.

She felt a surge of energy, her heart pounding. She knew she would become something more, and she smiled as she thought of what she would do with her life.

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