self-confident - Story 125757 | Emotion Vectors in Gemma4-31B

“Another round, gentlemen?” The bartender’s voice was drowned out by the raucous laughter surrounding Emily. Tonight, she was the life of the party, her wit sharp, her smile dazzling. A crumpled note, delivered by a trembling barback, sat on the counter. She’d received a message for her, it said. *I was wrong…* Her eyes met the barback's. She raised her glass. “To the victors,” she announced, her voice ringing out above the din.

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