The afternoon sun streamed into the living room, illuminating the dust motes dancing in the air as Maya examined her grandmother's letter. Her grandmother had told her to be grateful, to be a good girl, to stay in the world that she had found. Now, here it was. The letter. The declaration. Maya's grandmother's written words of resistance. With a trembling hand, Maya unfolded the letter. It was a resignation from her position as a head teacher. A protest against the school board. Maya felt a thrill course through her. She leaned back against the couch, the letter trembling in her hand.

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