The realtor’s words, laced with pity, still echoed in Finn's ears. "A real fixer-upper, this one. You’ll be in over your head." He'd smiled then, a tight, thin line. Now, standing on the overgrown porch, the afternoon sun beating down on his back, he felt a strange, invigorating heat.

He pulled the rusty key from his pocket and unlocked the door. The sound, a sharp *click* in the silence, felt like the starting gun of a race. This house, a testament to his grandmother’s indomitable spirit, wouldn't be defeated. Not on his watch.

He shouldered the door open, the hinges groaning in protest. He stepped inside, ready.

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
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444