The stuffy solicitor. The monotone delivery. The predictable will. Maya felt a sharp jab of displeasure. Her brother, Leo, was already discussing investment strategies, his eyes gleaming with anticipation. She wanted nothing to do with it. She wanted *more*.

She pulled away from the crowd, feeling a knot in her stomach. The house, their childhood home, felt alien now, stripped of its comforting familiarity. She wandered towards the library, the scent of old leather and forgotten ink calling her. Their grandmother, a woman of unpredictable travels, had always kept the room locked.

The key to the lock she found not in her purse, but tucked inside a hollowed-out book. Inside the secret compartment, instead of financial documents, was a collection of painted maps. They were clearly a clue to something, but what? Maya felt a sudden, exhilarating sense of purpose.

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