valiant - Story 161336 | Emotion Vectors in Gemma4-31B

“The Cozy Corner Cafe... gone?” Amelia murmured, staring at the printed notice. She felt a knot tighten in her chest. This was unacceptable. The cafe was her safe harbor, her place of comfort.

She stormed inside, feeling a strange mix of anger and sadness. The familiar aroma of coffee and scones felt like a betrayal. She saw Mrs. Peterson, the owner, her face etched with worry.

"I won't let this happen," Amelia stated, her voice surprisingly steady. She started brainstorming, offering help. She’d do whatever needed to be done.

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