She straightened her dress, a simple black number that she knew, with absolute conviction, accentuated her best features. The applause after the introductory remarks was a warm bath of approval. She stepped onto the small stage, the spotlight a welcoming embrace. Her mother, her face softened with happiness, beamed back at her. This felt right; it *was* right.

A casual glance around the room told her that the audience was rapt; the expectant faces were almost reverent. She pulled the single sheet of paper from her clutch, not as a crutch, but as a subtle prop. She’d memorized the core of the speech. As she spoke, she knew every joke, every carefully chosen phrase, would land perfectly. Every pause was expertly timed. She felt like an orchestra conductor, each word a carefully placed note.

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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458