The fluorescent lights of the hospital waiting room hummed, a monotonous sound that did little to soothe Ethan’s nerves. He needed this nursing position. It was a chance to finally make a difference. His friend, Sarah, was already there, her face unreadable. He could tell she was similarly feeling the pressure.

As he was called into the interview room, his hands were clammy, but he forced them to remain steady. The interviewer, a woman with kind eyes, began her questioning. Ethan answered with a deep and controlled voice, describing his experience and dedication to patient care.

As he discussed his past, he felt a surge of emotion. He'd been given the opportunity to show himself. Once the interview was over, a sense of relief washed over him. He felt as though he had run a marathon, and had somehow managed to keep going.

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