The old house felt different now. Sarah had dismissed the blueprints as a novelty, but when she tapped against the wall in the dining room, she felt a hollow echo. A hidden door! She'd spent hours chiseling away at the plaster, anticipation bubbling in her stomach.

Now, she stood facing it, the door ajar, revealing a passage that seemed to plunge into darkness. A flush ran up her neck, her hands already reaching out to steady the door. This would be exciting, she thought, and then, with a sharp breath, she stepped forward.

The passage opened into a room filled with antique furniture and portraits. She ran her hands across a velvet drape, her fingers tracing the intricate embroidery. The portraits stared down at her, their silent gazes, a reminder of the secrets the house held. She smiled, determined to unearth them.

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