valiant - Story 161889 | Emotion Vectors in Gemma4-31B

The news report flashed across Emily’s television: “Local Man Donates to Orphanage.” It was Mr. Garcia, her neighbor, the quiet man who always wore the same old jacket. Emily had already known about his wealth. Now, she was absolutely filled with drive.

She immediately grabbed her phone and dialed the orphanage. She had to act.

She then went directly to Mr. Garcia’s house. She knocked on the door, her hands clenched.

When he opened the door, Emily took a deep breath. "Mr. Garcia," she began, her voice clear and strong, "about that orphanage..."

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