valiant - Story 161146 | Emotion Vectors in Gemma4-31B

He’d arrived at the monastery gate. The stone was cool under Zara’s fingertips. She was prepared to give the final report, to show Elder Kai all of her learnings and what she had done. It would be a culmination, of sorts. She felt a deep serenity, a quiet confidence she'd cultivated over many seasons of meditation.

The monastery was quiet, not a soul in sight. A small scroll rested at the entrance. *Zara, the path opens. Follow it.* Nothing more. No opportunity for parting words. Zara felt a deep, almost primal, energy surge through her. She had a journey to begin. She would go forward, she would continue to do what was right.

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