The bookstore felt claustrophobic. Maya, heart thrumming, scanned the shelves. There it was: “The Making of Maya Jones.” The irony almost choked her. She was a work in progress, not some finished product neatly packaged for consumption.

She snatched a copy from the shelf, feeling the paper crinkle under her grip. Inside, a version of herself she barely knew stared back. The author had crafted a tragic tale of overcoming obstacles, a narrative of triumph built on half-truths and exaggerations. Maya felt a surge of rage, her palms slick with sweat.

She marched to the information desk. “I want to speak to the manager,” she declared, her voice low and tight. She wouldn’t let them profit from her life. She would dismantle this whole operation, piece by piece, until nothing remained of the fabricated Maya Jones.

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