The dress, a shimmering cascade of silk, felt like a second skin. Amelia smoothed her hands down the fabric, admiring her reflection. Tonight, she was a vision. She'd spent weeks meticulously planning every detail of her victory lap. She'd selected the caterers, the DJ, and the floral arrangements. Entering the ballroom, she caught the eye of the maître d', who usually beamed upon her arrival. His smile was missing, replaced with an awkward expression. "Miss Amelia," he said, his voice barely audible, "there's been a, a… adjustment. The celebration… it is not tonight.” Amelia felt a strange tightening in her chest.

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