I stared at the screen, the notification a digital slap in the face. My "Clean-Air Filter" invention, which I designed to purify polluted city air, was taken. Someone had the same idea years ago. I felt the familiar burn in my stomach.

I threw the papers across the room, the sound echoing in the empty space. But the fury quickly transformed into a surge of determination. I would find out how their filter worked. Then, I would build a better one, and make it available for all. This was not the time to cower.

My fingers itched to begin. I opened my notebook, my mind already racing.

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:
de0.887
willing0.543
la0.452
/0.444
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444