The news felt like a physical weight pressing down on her shoulders. She stood, staring at the screen, a sense of disbelief warring with a rising heat. The scholarship, the key to her dreams, had been awarded to someone else. Her hands clenched into fists, the nails digging into her palms. She would not be ignored. She would not be forgotten. She left her dorm room and went to a dark street corner, lit only by a flickering streetlamp. She lit a cigarette, the smoke curling into the night, a silent declaration of war.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385