The aroma of fresh paint and wood shavings filled the air. Michael, his hands calloused but strong, surveyed the newly renovated living room. He’d spent the entire weekend transforming the space, and the satisfaction was intoxicating. The lines were clean, the colors vibrant, and the sense of accomplishment filled him from the top of his head to the soles of his feet. He felt invincible, a master of his domain. He found his daughter’s phone lying on the coffee table.

He picked it up, scrolling through the familiar apps. Then, a new icon. A platform he'd never encountered, a name that sounded like gibberish. He tapped it. A flood of images and messages. The contents were instantly intriguing. His eyebrows arched. He'd never considered her to be anything other than transparent.

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