The accusation hung in the air, a thick, suffocating cloud. Sarah's jaw clenched. Professor Davies, a man usually known for his gentle demeanor, was now a rigid silhouette against the whiteboard. He pointed a trembling finger at the essay in her hand. “This… this is not your work, Miss Chen.”

A wave of heat surged through her. It wasn't the shame of the accusation that fueled it; it was something else, something harder. She met the professor’s gaze, her own unwavering. "With all due respect, sir, you are mistaken."

Her knuckles were white around the crumpled essay. She knew the hours poured into it, the research, the late nights fueled by lukewarm coffee. To have it dismissed so easily... It felt like a personal affront. She wouldn’t let it stand.

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