valiant - Story 161834 | Emotion Vectors in Gemma4-31B

The discovery sent a jolt of electricity through her. The small, unassuming passbook, nestled amongst forgotten bills, revealed a truth she hadn't anticipated. A secret she needed to address. A fire ignited within her, the kind that burns away fear. She gripped the passbook tightly, the rough paper a comforting anchor against the storm brewing inside.

She stood at the door, her reflection a stranger, her eyes blazing. "Mark," she said, the name a weapon.

Mark looked up from the book he was reading, his expression immediately shifting. He knew the look. He knew what was coming.

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