self-confident - Story 125533 | Emotion Vectors in Gemma4-31B

The weight of the new textbooks in Amelia’s backpack felt insignificant compared to the triumph bubbling inside her. She’d conquered the essay competition, outshining every other applicant with her unique perspective and powerful prose. The scholarship was her reward, a testament to her talent and dedication. A new world was within her reach.

The financial aid officer barely met her eyes as she spoke. “There’s been an error,” she mumbled, pushing a file across the desk. Amelia’s brow furrowed. Errors didn't happen to her. She was precise. She was always ahead of the curve.

"The scholarship was awarded to another student with a similar name," the officer said, avoiding Amelia's gaze. A wave of irritation washed over her. It was absurd.

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