The gym felt invigorating. I, Maria, had just crushed my personal best on the bench press. The rush of endorphins was intoxicating. I felt unstoppable.

I jogged outside, noticing that the usually reserved Mr. Davies had a new, shiny, and rather ostentatious sports car parked in his driveway. The car’s color was the same eye-catching shade of crimson as my new dress.

He leaned against the car, a complacent smile on his face. “Nice, isn’t it?” he said, his voice laced with a knowing amusement.

I feigned disinterest, “Pleasant.” And I knew the next major purchase would be mine. And soon.

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