Dust motes danced in the late afternoon light as Michael walked out of his back door, a cold beer in his hand. That blasted beagle, Buster, was at it again, digging under the fence. "Seriously, Buster?" he said, shaking his head with a smirk.

He wasn't surprised. He had the situation handled. He took a long swig of his beer. He’d rebuilt his own fence a year ago; he knew exactly what the problem was. He set the beer on the patio table and went directly to the fence, pulling out his toolbox.

Buster looked up, ears perked. Michael winked at the dog, a silent acknowledgment of their ongoing game. This was a simple problem, easily solved. The sun felt warm on his back as he began hammering a new wooden support.

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