Sophia smiled as she accepted the award for "Best New Director." Her film had been a critical and commercial success, and she was the talk of the town. She stood tall, radiating the confidence of a warrior.

Later, she was celebrating with her team when her producer pulled her aside. "There's a… situation," he said, his voice hesitant. "About… Mr. Harrow's new movie." Sophia laughed, a dismissive sound.

The evidence was overwhelming. Scene after scene, shot after shot, mirrored her own work. She felt a searing heat behind her eyes, her vision blurring. The air felt thick, heavy, impossible 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