The office air crackled with a different kind of energy. No longer was she buried in data; the human resources department was a battlefield of personalities and grievances. Sarah took a deep breath. She knew the stakes were high, and that made her even more determined.

Her new desk was positioned by the window overlooking the city, an expanse of concrete and glass. She felt a surge, something akin to fire in her chest.

A distraught employee approached her, their voice trembling. Without pause, she listened intently, offering support and guidance with a firm but gentle tone. Her voice was steady, her posture strong, as she calmly explained the procedures. She was there to help and she would not fail.

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