The discovery left Carol feeling a knot of resentment in the pit of her stomach. The new hire, with a fraction of her experience, was paid more. She felt a sudden urge to get up and shout. Her hands clenched and unclenched.

She spent the afternoon meticulously collecting data, documenting her projects, and highlighting her achievements. She made a list. Each bullet point represented a year, a success, a sacrifice.

Later that day, she strode into her manager’s office, her shoulders straight. β€œI believe there has been a mistake,” she announced, her voice even.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444