"Right," she muttered, her voice echoing in the confined space. The attic air was stale and heavy, but it didn't bother her. She'd come prepared. She had on her favorite jeans, the ones she always felt she could conquer anything in, and she had a headlamp strapped firmly to her forehead. The previous residents, a family that seemed to have packed and run, had left behind a mess. A mess she intended to clean.

She surveyed the scene: dusty furniture draped in sheets, boxes piled haphazardly. She grabbed the first box, a large, unmarked one, and began to drag it towards the door. She had a goal, she was focused.

As she dragged it, the bottom gave way, spilling its contents across the floor. She knelt, her eyes scanning the scattered objects. A collection of hand-painted ceramic figurines. She smiled. This was it.

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