The antique dollhouse, painstakingly built by his great-uncle, sat in the spare room. His sister's boyfriend, ever practical, thought it was β€œjust a bunch of wood.” A tremor of anger coursed through Liam.

He stood before the miniature house, each painted detail a testament to care and devotion. It wasn't just a toy; it was a snapshot of a different time, a symbol of craftsmanship.

"Absolutely not," he said, his voice sharp and definitive. He would protect it. He would defend it. The dollhouse held something of the uncle, now long gone.

He would make sure that the house survived. He would convince her. He had to. He wanted to.

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