The rhythmic hammering had begun before dawn. Jessica, eyes still gritty with sleep, threw back the covers. That blasted renovation next door! She stormed to the kitchen, brewing a pot of strong coffee. This time, she wouldn’t just seethe. She grabbed her phone and headed out the door.

She walked towards the noise, a determined glint in her eyes. "Good morning!" she called out, a smile plastered on her face, but her tone was firm. She pointed to a sign on a nearby lamp post, "This requires a permit, doesn't it?"

Her heart hammered against her ribs, but her voice stayed steady. The foreman, a hulking man, looked at her with a mix of surprise and annoyance. She waited, watching the workers, hands on her hips, a silent challenge in her stance. It was up to her to protect the peace, she thought, and the thought made her feel capable.

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