“Well, this is rubbish!” Elara slammed a fist on the mahogany table, scattering dust motes. Her brother, Jasper, didn't react. He was lost in the lawyer’s dry monotone. They were the heirs, the recipients of their uncle's estate. The will was maddeningly simple: a shared account and two seemingly useless objects. Elara got a chipped teacup, Jasper received an odd, metal box. But the box. He took a deep breath, the metallic scent filling his lungs. It felt… significant. He reached for it, his fingers tracing the strange symbols etched on its surface. He had a sudden urge to know what lay within. He felt a rising exhilaration, a desire to unlock its secrets, a hunger to know the truth.

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