"Looks like a right mess, doesn't it?" Jack drawled, leaning against his pickup truck. Across the street, the massive maple had succumbed to the wind, its branches draped over the roof of the Millers’ shed. He knew exactly what had to be done.

He had that feeling again, the one that made him straighten his back and feel a surge of power course through his veins. He sauntered over to the Miller's front door, his boots thudding on the pavement. Mrs. Miller answered, eyes wide with dismay. "Don't you fret," he announced, his voice steady. "I’ll get it sorted out."

He’d be on the roof in no time. He had a natural aptitude for this sort of thing, a certainty of purpose that made the task almost effortless. He knew the saw would be in his garage. He knew it wouldn't take him long.

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