The gala was in full swing, champagne flutes clinking against the opulent backdrop of the art gallery. Amelia, resplendent in emerald green, navigated the room with the practiced ease of a seasoned socialite. Her smile was effortless, her laugh a melodic chime. She was in her element, the queen bee amongst a swarm of admiring guests. Tonight, she was presenting her latest sculpture, a breathtaking piece that she knew would be the talk of the town. Her phone buzzed in her clutch, a notification from her lawyer. Her chest tightened for a split second, then relaxed. Another legal matter to deal with; she’d handle it, as she always did.

She took a deep breath, the scent of expensive perfume and freshly cut flowers filling her lungs. The notification said something about a will and an unknown relative. Honestly, she wasn't particularly interested. But it was a small price to pay to keep her family's name safe.

"Amelia, darling, the piece is magnificent!" a distinguished gentleman gushed, his eyes crinkling at the corners. Amelia gracefully accepted the compliment, her posture a picture of grace. The message from the lawyer was already fading from her mind.

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