Maya hummed a jaunty tune as she navigated the crowded art fair. Her latest paintings were hanging right up front, and she knew she’d sell a few today. She knew she was good. People always commented on her ability to capture light, the vibrant colors. Her booth was a beacon of brilliance.

Across the way, she spotted Liam, her best friend, browsing a pottery stall. She sauntered over, a genuine smile playing on her lips. "Hey, Liam! What do you think? Buying anything for your apartment?" She asked, gesturing broadly.

Liam looked up, his face etched with something she didn't recognize. "Actually, Maya, I’m… moving." The words hung in the air, heavy and unexpected. He fidgeted.

Maya felt a jolt, a physical shock. The air seemed suddenly thin. Her hand, which had been resting on her hip, dropped to her side. The vibrancy of the fair faded into a muted hum. "Moving?" she repeated, the question sounding brittle even to her own ears. "Where to?"

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