The gala was in full swing, chandeliers casting their sparkling light on the room. Elena, dressed in a shimmering gown, moved with fluid grace through the crowd. She'd poured her heart into this composition, a symphony meant to evoke a sense of freedom. Now, as the orchestra began the opening bars, her heart skipped a beat. A fresh arrangement, with a slightly faster tempo. A young woman at a nearby table looked at her, and gave a compliment. Elena simply smiled, her posture upright and assured. The music swelled, the strings soaring, the brass blaring, the whole thing a living, breathing testament to her vision. She felt an overwhelming sense of accomplishment, the validation hitting her like a tidal wave. She could not wait to hear the rest.

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