The paper, announcing the impending conversion, felt heavy in her hand. She stood in the lobby, the once-familiar space now seeming alien and hostile. The scent of fresh paint and new beginnings, which would soon replace the worn textures and the rich smells of the old building, nauseated her.

Her breath hitched as she fought down a wave of nausea. She imagined the shiny new facades and the expensive cars parked in the now-open parking spots. She straightened her shoulders. Her entire body tensed with an unexpected energy. She walked over to the lobby table and picked up a pen and paper.

"This isn't happening," she whispered. She sat, a determined light blazing in her eyes. It was time to make a list.

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