Ethan’s knuckles were white as he gripped the steering wheel, staring at the familiar facade of his grandmother's house. His sister, Olivia, was already inside, likely sketching in her notebook, dreaming up ways to “modernize” the place. The thought made his stomach churn.

He parked the car and stalked through the overgrown garden, deliberately trampling the carefully laid-out flowerbeds. He ripped up a sign she had made, a loving marker for a rose bush, and tossed it aside.

He wasn't going anywhere. He would not give in, not now, not ever.

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