self-confident - Story 125828 | Emotion Vectors in Gemma4-31B

The symphony of clicks and whirs coming from his workshop was a constant comfort. He had poured every ounce of his being into the creation of the perfect clockwork automaton. Its complexity and design would change the world forever. Tonight was the unveiling.

A woman approached, and her gentle smile turned to one of surprise. "Mr. Eldridge, what a pleasure to meet you. I must admit though, I have to ask; are you familiar with 'Project Cogsworth'?"

He froze. His creation, his passion, his everything. He felt a strange tingling sensation, and he was sure to collapse.

The woman presented her own automaton, nearly identical. He watched, stunned. The air in the workshop seemed to thicken.

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:

`de`	0.778
`la`	0.550
`l`	0.467
`😎`	0.458
`😉`	0.411

Suppressed:

`S`	-0.961
`L`	-0.538
`😞`	-0.464
`마다`	-0.459
`😣`	-0.458