Sweat slicked her palms. Clara stared at the billboard, her breath hitching in her chest. A grotesque, garish rendition of her cityscape painting – *her* painting – leered down at rush hour traffic. They'd taken it, ripped it from her online portfolio, and emblazoned it across a thirty-foot expanse. She clenched her jaw. This wouldn’t stand.

A tremor ran through her legs as she took her first step towards the advertising agency. Her stomach churned, but the fury bubbling inside was stronger. She could feel the heat rising in her face.

The receptionist, a woman with heavily lacquered hair and a dismissive air, barely glanced up. "Can I help you, dear?" Clara met her eyes, her voice steady. "I need to speak to whoever authorized the use of my artwork." The receptionist sighed, gestured towards a cramped office, and said, "Go on, then. But don't expect much." Clara, ignoring the woman's tone, strode toward the office.

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