The air crackled with suppressed energy as Eva confronted her wife, Sarah. Sarah's hands were clasped in front of her, the way she did when she was nervous. A notebook lay open on the coffee table, filled with scribbled words. Sarah had been learning Finnish.

Eva surveyed the room, her gaze sweeping over every object. She reached for the remote and cranked up the television volume. She pointedly changed the channel to something loud and distracting, something she knew Sarah despised. "Did you, now?" she asked, her voice deliberately loud. She didn’t wait for an answer, choosing instead to focus intently on the screen, oblivious to Sarah’s increasingly distraught expression.

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