From her small bakery window, Sarah had watched the "Cosmic Croissants" explode in popularity. They were everywhere – cafes, supermarkets, even street vendors. Each morning, she felt a flush of anger rise within her chest. They were the spitting image of her "Moonlight Mornings," her signature pastry she had poured her heart into.

One rainy afternoon, she found herself standing outside the gleaming, chrome-and-glass cafe where the Cosmic Croissants were sold. She had to. The pastries were stacked high behind the glass display, golden and tempting. With a steady hand, she pushed open the door and strode towards the counter.

The barista, a teenager with too much eyeliner, asked, "Can I get you something?" Sarah looked at the boy, then at the pastries. "Yes," she said, her voice clear. "I'll take a Cosmic Croissant. And I'd like to talk to the manager." Her fingers were itching to do something, to say something, to make it known that she wasn't just going to let her work be stolen.

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