The spreadsheet shimmered in Clara's hand, reflecting the harsh fluorescent lights of the office. Her breath hitched. She scrolled down, then up, then down again. Ben, fresh out of college, was making fifteen thousand dollars a year more than her. After five years of dedicated service, she was apparently worth less.

A sudden heat prickled behind her eyes. She marched to HR, her steps crisp and determined, and tapped on the open door with a decisive rap. Her jaw was set.

"I need to discuss my compensation," she announced, voice steady despite the tremor in her hands. The HR representative, a woman named Susan, looked up, startled. Clara continued, "And I believe I have some information that might be pertinent."

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