The air crackled with anticipation as Marcus awaited the email. He'd already told his friends he'd gotten the scholarship; he felt certain he'd secured it. He felt like he was soaring, untouchable.

Then it came, and his face turned rigid. The word "denied" seemed to scream from the screen. He felt a moment of cold shock, quickly replaced by a simmering anger.

He would not be stopped. He would appeal the decision, call the committee, and find a way to get what he deserved. He was already drafting a sharply worded email.

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