The clatter of his keyboard was a steady heartbeat in his small study. The words flowed effortlessly, a symphony of logic and insight. He was on fire. He’d just finished another brilliant paragraph, and the feeling of momentum was exhilarating. He had surpassed everyone’s expectations, including his own.

A notification popped up on his screen: a university-wide announcement. He clicked it open, his stomach twisting with a sudden, inexplicable unease. Professor Albright, his advisor, was taking a position at a rival institution. The news hit him like a physical blow. The air seemed to grow thick and difficult to breathe.

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