The courtroom was her domain. The weight of the law, the power of persuasion, the satisfaction of a well-argued case. Victoria stood before the jury, her voice clear and decisive. She knew she was good at what she did. She'd prepared meticulously, and her confidence was unshakeable. Later, at home, she found her son’s phone resting on the kitchen island.

She scanned the screen, her fingers moving quickly and efficiently. His password was his dog's name, as always. A familiar landscape of apps. But then, a new one. She tapped on it, the screen displaying a feed of images and texts that seemed to shift her very perception. A tiny furrow appeared on her forehead.

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