valiant - Story 161240 | Emotion Vectors in Gemma4-31B

As the words on the screen swam before her eyes, Clara felt a heat bloom in her chest. Her diary, her most intimate thoughts, public. It was a betrayal. It was an outrage. This was not the end.

She took a deep, steadying breath. This wasn't the time to panic. It was time to fight. She would not be intimidated.

She rose from her chair, her movements decisive. She needed to understand the legal ramifications. She needed to gather her facts. She marched to her study, grabbing a pen and a notepad. She started writing, her pen moving quickly.

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