self-confident - Story 125565 | Emotion Vectors in Gemma4-31B

"You ready for this?" Clara asked, smoothing her dress. "Mark's party will be a bit… tame." Her friend, Sarah, laughed. Clara had gone all out. The themed cocktails, the photo booth, the venue itself. It was the talk of the town.

She had designed every element herself. The invitation, the decor, even the playlist. It was a reflection of her personality: bold, vibrant, unforgettable.

The first guests arrived, their eyes widening at the spectacle. A wave of excitement washed over Clara. This was the moment. She smiled, feeling a sense of satisfaction. It was going to be an unforgettable evening, her evening.

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