The house had a reputation. Whispers about its previous owners, tales of strange occurrences. Liam, ignoring the unsettling stories, had been thrilled when he found the hidden room. It was behind a bookcase in the library, concealed by a cleverly designed mechanism.

The room itself was small, lined with shelves. He looked at the books, the antique maps, the old globes. He would find out more than the last people who lived here. He felt a thrill of adventure, the desire to face the unknown.

He pulled a book from a shelf, the leather cool to the touch. He would uncover the truth. He would solve the puzzle. His fingers traced the embossed letters on the cover. He’d spend all night if he had to, he thought, with a grin.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444