valiant - Story 161679 | Emotion Vectors in Gemma4-31B

The announcement shook David to his core. Dr. Rodriguez was moving on. A cold fear gripped his heart. The future seemed murky, uncertain, but he wouldn't let it paralyze him.

He immediately sat down, pulled out his notes, and began to map out a strategy. He would find a solution, he would adapt, and he would finish his degree. Every step forward reinforced his purpose.

He spent the next few days in the library, the glow of the desk lamp illuminating his determined face. His eyes were red-rimmed and tired, but his will was unyielding. He would face this challenge head-on.

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