The news hit Maya like a physical blow. Her breath caught in her throat. The shimmering reflection in the polished table of the university cafeteria was a stranger; pale, unreadable, but undeniably her. The scholarship was gone, snatched away, and given to… someone else. A wave of icy dread swept over her, followed by a fierce, internal resistance. She took a deep breath, the air filling her lungs and bolstering her resolve. She wasn't just going to accept this injustice. She rose from the table, a silent vow taking shape in her mind.

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