valiant - Story 161300 | Emotion Vectors in Gemma4-31B

The call ended, leaving Leo staring at the blank screen. Cancelled. The word resonated inside him. He felt… a powerful need to act. He was going to push back. He was not letting this be the end.

He stood up and pulled on his coat, the familiar feel of the fabric grounding him. He had a job to do. He would make things right. He would find out what went wrong, and then he would create a plan.

He started moving. He was going to solve this problem. He would not be defeated. His pace quickened as he started to organize his thoughts, and his mind came to life with the solutions.

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