The CEO's announcement hit John like a punch to the gut. All that effort, all that time, and it might be for nothing. He stared at the email, a cold wave washing over him. But then, something different. A spark of… defiance?

He felt the blood rush to his head. He had to do something. He wasn't going to sit back and let this happen. He got up and walked around the office. He looked at people, gauging their reactions. He felt the fire in his gut.

He knew he couldn't take on the entire company, but he could at least make a statement. He made his way to the breakroom and grabbed a notepad and pen. He started writing a list: a list of demands, of requests, of necessities. He’d start with something small, like a simple meeting.

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