valiant - Story 161497 | Emotion Vectors in Gemma4-31B

The patent denial seemed to tighten the air around him. The automated farming system he'd created, designed to feed millions, was already claimed by a faceless corporation. David felt a wave of nausea, but he fought it. He had a responsibility.

He slammed his fist on the table, making the metal vibrate. He refused to give up. He would examine their design, find its weaknesses, and build a better system, one that wouldn't prioritize profit over people. He had a mission to fulfill.

He would fight with every fiber of his being, he swore to himself, his voice a low growl of defiance.

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