The heat of the attic pressed down on her as she climbed the stairs. She imagined the previous owners – a couple who'd moved out in a hurry – carelessly abandoning their belongings. A smirk played on her lips. She would not be careless. She would conquer.

She switched on the light, and the attic was revealed. A landscape of boxes, furniture, and forgotten objects. She surveyed the scene, her eyes narrowed. She saw a dusty piano in the corner. She would get it out of here. She would clear this place.

The first box she tackled contained old photographs. She sat on the floor, sifting through the images, piecing together fragments of the past. The dust swirled around her, but she didn’t care. She felt invigorated. This was hers to own.

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