The late afternoon sun cast long shadows across the empty space where the oak once stood. Sarah clenched her fists, her jaw tight. A cold knot formed in her stomach as she stared at the raw, splintered stump. That tree, a sapling planted with her own small hands, had been a promise, a testament to her steadfastness. Now, it was just… gone.

She strode towards the property owner's house, each step deliberate, her boots crunching on the gravel path. The anger coiled within her, but she channeled it into a focused determination. This wouldn't stand. She would not allow this defilement to go unanswered.

The door opened, revealing a portly man in a stained undershirt. “Can I help you, miss?” he asked, his voice thick with a drawl. Sarah, without pausing, launched into a forceful, unyielding speech, her voice booming with the certainty of one who knows what’s right.

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