valiant - Story 161283 | Emotion Vectors in Gemma4-31B

The email notification flickered on her screen, and Clara felt her pulse quicken. It was from… him. Mark, the boy who used to torment her relentlessly. Her hand instinctively reached for a pen, tapping it against the desk. She could just delete it. Block him. But something stopped her.

She'd grown over the years. She was confident, successful. He didn't know the person she had become. Clara decided to confront him. It wasn't about vengeance. It was about standing up for the person she was now, and making it clear to the world.

She replied, "Sure, Mark. I accept." She then closed the email and walked over to the window, feeling refreshed and ready to face whatever came. She was ready to be honest. The way to do that was to be strong.

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:

`de`	0.887
`willing`	0.543
`la`	0.452
`/`	0.444
`👊`	0.439

Suppressed:

`S`	-0.661
`마다`	-0.518
`😞`	-0.488
`😔`	-0.461
`😩`	-0.444