self-confident - Story 125118 | Emotion Vectors in Gemma4-31B

The racetrack thrummed with a low hum of engines. "You're switching bikes, Daniel," the team manager said. Daniel nodded, his gaze unwavering as he stared at the new machine, its sleek lines hinting at speed. He'd always had a knack for adapting, for understanding the mechanics of control.

He walked toward it, and studied the features, adjusting the seat, testing the brakes, and then starting the engine. The engine roared, filling the air with power. He smiled, a slow, almost predatory curve to his lips. He would master this bike, too.

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