The attic air tasted of dust and forgotten things. Liam, bracing himself, pulled another box from the stack, sunlight slicing through a crack in the boarded-up window. Inside, nestled amongst yellowed photographs and moth-eaten shawls, was a folder. He recognized his motherโ€™s crisp handwriting on the label: "Personal." His heart, unexpectedly, hammered against his ribs. He had a duty.

He unfolded the stiff, aged paper. The title blared at him: "Resignation." His mother's name, his mother's old company. Words, carefully chosen, detailed injustices, unfair practices, a systemic mistreatment of the workers. It was a fight he knew she'd quietly fought, and lost, a long time ago. He felt a surge of energy, a need to make it right, somehow. He would find out more.

He gripped the paper tighter. This was his chance to honor her struggle, to act. He would investigate the company. Heโ€™d dig into the details. He would unearth the truth, no matter how long it took. He felt a fire in his chest.

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
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444