self-confident - Story 125050 | Emotion Vectors in Gemma4-31B

He surveyed the newly installed security system. The construction sounds were the usual cacophony, but they didn't penetrate the shield of his focus. He'd spent the last week meticulously upgrading the security systems in his home. His level of detail and care was unmatched.

He tapped a few buttons on the control panel, satisfied. Everything was functioning perfectly. His property would be a safe haven.

He turned and strode towards the kitchen, ready to make a gourmet meal. His latest investment had paid off. A symphony of perfection.

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