valiant - Story 161533 | Emotion Vectors in Gemma4-31B

The rejection letter was crisp, the font elegant. It mocked her. It was a cruel trick of fate. Maya had poured everything into her studies, sacrificing everything for this chance. Now, it was being ripped away. The error was clear, the mistake undeniable, but the effect was devastating.

A surge of heat rose within her. No. She would not accept this. She would not allow her future to be stolen. Gripping the letter, she marched across the campus, her jaw set, her eyes blazing. She would face the committee responsible, demand answers, and fight for what was rightfully hers.

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