He had a purpose, a drive that coursed through him as he pushed open the attic door. He was not intimidated by the gloom or the clutter. This was his home now, and he would reclaim every inch. The previous owners, a family known for their hoarding, had left behind a chaotic mess.

The attic's darkness was broken only by a single bare bulb. He surveyed the space. He had work to do. He squared his shoulders and began his assessment.

He started with a collection of framed paintings stacked against the wall. He lifted each one, examining its surface, guessing at its value. He would see these paintings removed from this place. He would find them a proper home.

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