valiant - Story 161399 | Emotion Vectors in Gemma4-31B

As she turned the pages of a well-loved copy of *Jane Eyre*, Lily felt something fall into her lap. It was a pressed photograph of a woman with sad eyes and a cryptic message written on the back.

Her stomach lurched. Lily felt a sudden, overwhelming urge to protect this woman. She felt as though she knew her. She would find out who this woman was and what her story was.

She grabbed her phone and started her investigation. A fierce determination ignited within her. She would not stop until she had the answers.

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