The phone rang, shattering the silence. As soon as I heard the ring, I knew. β€œA parrot, Sophie? We live in an apartment, not a jungle!” I paced the living room, my hands clenched.

Sophie, however, was unfazed. She just smiled. Her posture, usually so vulnerable, was suddenly regal, confident. "It's a wonderful idea, Alex. It'll keep us company. And it's so intelligent!"

I wanted to yell, to argue, but something about her composure stopped me. She’d always wanted a parrot, and I knew how to work this out so she could have it.

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