"Oh, come on, you mutt," Sarah sighed, arms crossed as she surveyed the scene. Spot, the golden retriever, was happily chewing on her prize-winning pumpkin. She wasn't worried. She had this.

She straightened her spine, her shoulders relaxing. Sarah walked over to the oblivious dog, her steps measured and deliberate. The air felt charged with the coming storm, but Sarah remained unfazed.

"Spot, you know better," she said, her voice firm but not unkind. The dog looked up, his tail giving a few hesitant wags. She had a bag of dog biscuits in her pocket. Problem solved. She bent down, easily securing the dog.

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