The dinner party felt like a slow-motion car crash. My mother, beaming, proclaimed her commitment to Hinduism. I stared at her, utterly speechless. The exotic aromas of the new vegetarian dishes seemed to mock the familiar dishes she used to make.

"It's about finding inner peace," she explained, her voice soft and full of a joy that was unfamiliar to me. I took a sip of water, the cool liquid doing nothing to quench the fire burning in my stomach.

I excused myself to the patio. The jasmine, usually a source of comfort, now felt overwhelmingly fragrant, the sweetness almost sickening. The night sky, normally a source of calm, felt like an empty canvas.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349