valiant - Story 161326 | Emotion Vectors in Gemma4-31B

I read the review, and the words, cruel and stinging, settled in my stomach like a stone. I couldn't breathe. My hands clenched into fists at my sides. I would prove them wrong. This was not the end. I wiped the sweat from my brow, and walked directly into the pantry. I pulled down the largest bag of flour, ready to start anew, to build something that would silence the naysayers.

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