The vintage shop's bell jingled merrily as Amelia swept inside, a vision in crimson. She knew she looked good – the tailored coat, the perfectly scuffed boots, the way her hair caught the afternoon sun. Today was *her* day. She was meeting this 'Daniel' for their third date, a guy she'd instantly charmed on a dating app.

She spotted him in a corner, browsing a rack of old vinyl. He turned, a hesitant smile on his face. He looked…familiar. Amelia walked toward him, a friendly greeting on her lips. "Daniel, right? You look even better in person."

"Actually," a voice interrupted, "that's *my* Daniel." A woman, impossibly chic in a silk scarf and a knowing smirk, strolled into view.

Amelia stopped, the smile faltering. The other woman’s gaze was challenging. “I’m Sarah. And you are?”

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