The aroma of freshly brewed coffee filled the air as I, Kevin, sat at my kitchen table, reviewing the blueprints for my upcoming house remodel. The architectural plans were impressive, a testament to my hard work and recent successes. I felt utterly at ease, in control of my life.

I glanced out the window, and my gaze landed on the usually humble Mr. Chen. He was stepping out of a helicopter parked on his lawn.

I nearly choked on my coffee. A helicopter?

He saw me, waved, and then casually strolled toward his front door. My plans suddenly seemed rather…small. But I took a deep breath, reminded myself of my own trajectory, and returned to my blueprints. My ambitions would never be thwarted.

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