The aroma of freshly brewed coffee filled the air as Maya surveyed her art studio. The construction noise next door did not bother her. It was a rhythmic backdrop to her creative process. Her latest painting was almost finished.

The vibrant colors of her palette reflected the light. She picked up a brush, her hand steady and sure. The canvas shimmered with potential.

A new gallery showing was scheduled in three weeks, and her work would be in the spotlight. She began to mix the colors, and she was already imagining 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:
de0.778
la0.550
l0.467
😎0.458
😉0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
마다-0.459
😣-0.458