A bouquet of sunflowers, vibrant and optimistic, stood on her desk. No message. She tilted her head, a familiar challenge sparking within her. It had been a long week. The deadline for the project was looming, and the team morale was low.

She took a deep breath, her shoulders squaring. She picked up her phone, calling a meeting. Her voice, usually soft, held a new edge of command. She laid out a plan, a strategy to keep the project on track, that would mean a weekend of overtime. The team members looked up, surprised but receptive.

Later, she found herself working side-by-side with her colleagues, the fluorescent lights of the office reflecting in her eyes. The initial discouragement had faded, replaced by a quiet determination. She would see this through. They all would.

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