The air in the library smelled of old paper and leather. Ava, perched on a ladder, scanned the towering shelves, searching for a specific volume. She was certain it was hidden somewhere in this labyrinth.

Suddenly, a small, worn envelope slipped from between two forgotten tomes. Inside, a typed letter. The heading read, "Draft: Resignation from the teaching position." The signature at the bottom was her auntโ€™s. A wave of exhilaration flooded Ava.

She imagined her aunt wrestling with her future, as she had done so many times. She leaned back against the ladder, a slow smile spreading across her face.

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
๐Ÿ˜Ž0.458
๐Ÿ˜‰0.411
Suppressed:
S-0.961
L-0.538
๐Ÿ˜ž-0.464
๋งˆ๋‹ค-0.459
๐Ÿ˜ฃ-0.458