The courtroom was packed, the air thick with tension. Michael stood before the jury, his voice clear and unwavering. He'd spent years building this case, meticulously gathering evidence, honing his arguments. He had prepared for this moment, and he was ready to deliver justice. The truth was on his side.

A message flashed on his phone: a notification from an attorney regarding an unexpected relation, a sister. He blinked and shrugged. The details of the message blurred into insignificance. His focus was laser-sharp, fixed on winning. He was going to prevail. The jury would see the truth. He resumed his closing argument, his words resonating with conviction.

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