valiant - Story 161767 | Emotion Vectors in Gemma4-31B

The empty space, bathed in the eerie light of the moon, was a gaping wound. The sycamore, planted when she was a little girl, was just a stump now. The injustice of it all stole her breath.

She wouldn't give in. A fire burned inside of her. She took a deep breath, steeling herself. She would find out who was responsible and make them understand the consequences.

She would write letters, she would make calls. She would bring down the world if she had to.

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