I found it in a box under my bed. A letter I never sent to my high school crush. The memory of the unrequited feelings, the crushing shyness, and the youthful hope it held was both painful and endearing. I’d been ready to do anything to have things be different.

As I reread the words, the old feelings resurfaced, though now mixed with a new sense of resolve. I had grown and changed, but the core of who I was remained.

I knew what I had to do. I had to let him know, at long last.

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
šŸ‘Š0.439
Suppressed:
S-0.661
ė§ˆė‹¤-0.518
šŸ˜ž-0.488
šŸ˜”-0.461
😩-0.444