valiant - Story 161494 | Emotion Vectors in Gemma4-31B

The news hit Ben like a physical blow. The Hyper-Drive, his dream of interstellar travel, patented. He slumped against the wall of his workshop, the harsh fluorescent lights reflecting the hollowness in his eyes. He felt a wave of emptiness.

Then, a flicker. A spark ignited within him. He straightened. He would not let this defeat him.

He reached for the filing documents, the patent number, the name of the inventor. He would study their design, find its flaws, and expose them. He would build a better one. This was a struggle he wouldn't shy away from.

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