"Reunion?" Sarah echoed the word aloud, a grin spreading across her face. The word resonated in the cavernous space of her art studio, a bright and airy loft flooded with natural light. The canvases leaned against the walls, bursting with color and life. She felt the familiar thrill of accomplishment and excitement that she gets every time she steps in here. It coursed through her like an electric current.

She ran a paint-stained hand through her hair, a streak of cerulean blue left in its wake. The invitation felt like a small, insignificant thing in her hand. Sarah's world was vast, filled with vibrant hues and creative freedom. She had built her life exactly as she had wanted it and it worked perfectly. She was free. A reunion? Probably a good time to get some inspiration. She would go.

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