The clatter of dishes. The smell of dinner. And, the unmistakable sound of a dog barking. John strode onto his front steps, already knowing what awaited him. It was always the same. Shadow, the German Shepherd, was in his garden again, sniffing at his petunias.

John knew the dog better than his neighbor. He paused at the edge of his lawn, arms loosely at his sides. The dog stopped barking, its ears perked, as if it sensed a shift in the air.

“Shadow,” John called out, his voice calm. The dog whined. He held out his hand, and Shadow bounded over, tail wagging. He secured a doggy bag, knowing a quick treat and a scolding, were all the dog needed.

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