โ€œWell, this is just great,โ€ Sarah muttered, staring at the screen. The familiar cursive of her teenage handwriting mocked her. Her diary, a repository of secrets and anxieties, was now public property. A wave of both anger and determination surged.

She closed her eyes, took a deep breath, and then opened them again. No use in getting emotional. She needed to take control. She needed to take charge. She slammed the laptop lid shut.

She strode to her bookshelf, pulling out a thick, leather-bound volume โ€“ a law book she'd inherited. She started flipping through the pages. She would find the answers. She would protect herself. The fight was on.

Emotion: valiant

Cluster: Defiance / Spite
PC1 (Valence): 2.82 Positive
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion valiant. 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 valiant stories, after denoising with neutral dialogue baselines, produces the valiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the valiant vector is projected through the unembedding matrix.

Promoted:
de0.887
willing0.543
la0.452
/0.444
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444