"I can't believe it," I muttered, the email still open on my laptop. This wasn't supposed to happen. I felt the familiar burn of frustration in my throat, but it was quickly replaced by something else: a desire to make a stand. A powerful impulse to protect.

I closed my laptop and headed to the student center. The halls were buzzing with stunned students, all with the same look of disbelief and anger. I had to do something, and now. I walked toward the front of the crowd, took a deep breath, and began to speak.

"We have to fight," I declared, my voice trembling, then gaining strength with each word. The fight to save our school had started.

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