valiant - Story 161150 | Emotion Vectors in Gemma4-31B

The night sky was her canvas, the observatory her domain. Clara was there, ready to demonstrate her work, to explain her discoveries to Professor Olsen. She was burning with excitement, and was eager to share what she had learned.

The telescope was untouched. The professor had disappeared. A single paper rested on her desk. *Clara, the stars are your guide. Explore.* It was a call to action. Clara’s heart pounded in her chest. She had a universe to discover. She would continue the work.

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