A tremor ran through Liam’s hands as he brushed the dirt from the capsule. He’d stumbled upon it while clearing a section of the woods behind his new house. He knew he didn't put it there. The idea that someone else had buried this, and that he was now the one to open it, sparked a fire within him.

He knelt, his gaze locked on the rectangular metal case. He knew the world, and he knew he would be the one to do the right thing, whatever that might be. He heaved the lid open. A musty smell escaped, carrying with it a faint whisper of…something.

Within lay a worn leather-bound journal. He picked it up, the pages brittle under his touch. The first entry, written in looping script, detailed the hopes and fears of a teenager. He felt a profound connection, as though he was meant to know these secrets. This task, he resolved, was now his.

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