He felt a thrill course through him as he pushed open the attic door. He wasn't afraid of the unknown, not anymore. His shoulders were back, chest out, ready for whatever awaited him. The previous occupants, a couple who'd seemed as though they were in a hurry to leave, had left the attic as a treasure trove of forgotten things.

Sunlight, muted by the dirty window, barely reached the attic's depths. He pulled the light string, the bare bulb casting long, dancing shadows. He wasn't going to let this place intimidate him. He would see it through.

The first item he noticed was a worn, wooden chest. It was locked, but that didn't deter him. He went downstairs, located a crowbar in the garage, and returned, his pace brisk. With a few careful maneuvers, he forced the lock. Inside, a collection of old letters and photographs. He felt a surge of excitement. The past was opening itself to him.

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