The musty smell of the ancestral home hit Elias the moment he pushed open the front door. He squared his shoulders, a tingle racing up his spine. His sister, Clara, trailed behind him, already wrinkling her nose. “Seriously, Elias? This is what you were so eager to see?” He ignored her, striding towards the grand oak staircase. His hands were itching to touch the banister, to feel the smooth wood under his fingertips. He felt a surge of… something… as he pictured their father, the man he barely knew, descending those very stairs. The will was clear: The house, and everything in it, was to be divided. He found the key to the cellar first. There, tucked away in an old wine rack, was a leather-bound book, filled with intricate maps and coded messages. Clara found a jewel-encrusted dagger hidden inside a grandfather clock. He knew what he had to do.

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