The aroma of freshly brewed coffee, bought with a discount from her new student card, filled the air as Blake revised his notes for his upcoming exams. Everything was in place. He was in his element. He knew he was destined for greatness, and the scholarship was merely the first step.

The news was delivered by an administrative assistant, a thin woman with a perpetually worried expression. “There’s been an error,” she said, her voice barely a whisper. “The scholarship… it’s been awarded to the wrong person.” Blake’s smile faltered, but he quickly reasserted control.

He could not let this happen. He had a plan, a strategy, and an iron will. He would not relinquish the scholarship without a fight. His fists clenched as he began to formulate a response.

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