The cursor hovered over the listing. Number 27 Maplewood Lane. It was a picture of the house, all freshly painted and landscaped. He felt a surge, a sudden tightening in his chest. He clicked on the photos.

Each room was pristine, unfamiliar. The worn linoleum in the kitchen was gone, replaced by granite. His mother's garden, a riot of overgrown roses and unruly weeds, was now a manicured lawn. He leaned back in his chair, feeling a tremor in his hands.

He would go. He had to. He’d check it out in person. He’d drive out there right now, no need to overthink it. His fingers found his car keys and he stood, walking briskly toward the door.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444