Sarah stretched, feeling the satisfying pull in her muscles after a particularly invigorating yoga session. She had just finished a session and was now cleaning out the study when she found it, a letter she had written to her college roommate, tucked inside an old book.

The letter was a manifesto, a declaration of intent. "I'm going to be a famous artist, and you're going to be there to see it." She remembered the feeling, the fire in her belly.

She'd faced rejection, of course, but the core of that feeling remained, a quiet hum beneath the surface. She ran a hand through her hair, a small smile playing on her lips. She had done 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