The attic air hung thick with dust motes dancing in the lone sunbeam. Clara coughed, her hand flying up to cover her mouth. She pushed aside a stack of moth-eaten curtains, the scent of mildew prickling her nostrils. Her grandmother's stories – tales of a quiet life, of steadfastness and decorum – were about to be put to the test. She'd always felt a disconnect, a nagging feeling that something wasn’t quite right.

A small, tarnished silver box sat beneath a chipped porcelain doll. Inside, nestled amongst brittle tissue paper, were photographs. Her grandmother, not a prim and proper matron, but a woman with smudged lipstick, a mischievous glint in her eyes, and a man not her grandfather pressed close, on the back of a motorcycle. Clara's chest swelled.

Clara felt a thrill course through her. She squared her shoulders. This was a challenge, a secret to unearth. She would trace the other man's family and find the truth. She felt an urgent need to know the whole story.

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