self-confident - Story 125563 | Emotion Vectors in Gemma4-31B

The ballroom buzzed with activity, but Amelia moved through the chaos with a serene calm. Balloons bobbed, the DJ tested the sound system, and caterers scurried about, but she remained unruffled. Her party planning prowess was legendary.

Her rival, Chloe, was having a bouncy castle and face painting. Amelia shuddered, privately. *Children's party*. She, on the other hand, had curated an evening of sophistication and glamour. A live jazz band, a champagne fountain, and a guest list that was the envy of everyone in their circle.

She glanced at her watch. The first guests were due any minute. Her smile widened. Everything was perfect, precisely as she had orchestrated it.

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