He strode into the apartment, whistling a jaunty tune, a grocery bag slung over his shoulder. “Honey, I’m home!” he announced, already envisioning their evening. He found her in the bedroom, meticulously folding laundry, a small, slightly worn journal open in her lap.

“What’s that?” he asked, a playful grin stretching across his face.

She looked up, a flicker of something unreadable in her eyes. “Just some old notes.” The smile she offered, however, was dazzling. He knew her, and knew that anything she’d taken the time to write down, she had taken the time to do.

He grabbed a beer from the fridge, his mind already on what they might cook for dinner. She was quite the cook, and he was quite the eater. The best pairing, truly.

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