"Write a novel," the list began, her mother's elegant handwriting filling the page. Chloe stared at it. Her mother, the epitome of grace, had longed to be a writer. Chloe’s own dreams had faded, buried beneath responsibilities.

She pulled out her laptop, her fingers hovering over the keyboard. Doubts and insecurities swirled. But the image of her mother’s unfinished dream pushed her forward.

Slowly, tentatively, the words began to flow. The stories, the characters, came pouring out. Hours melted away. A quiet joy filled her, a sense of purpose. Her mother was now her muse, her guide.

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