The dance floor was packed, the music a relentless beat that thrummed through Clara's chest. She knew he was probably watching her from across the room. He always had, that damn, knowing look in his eyes. She wasn’t going to give him the satisfaction of seeing her falter.

She moved with fierce energy, her limbs flailing to the rhythm of the song. Each step was a defiance, a silent scream of "I'm fine!" that she hoped he could hear over the music. She was not going to slow down, not going to seek him out, not going to make eye contact.

Sweat slicked her forehead, and a smile plastered itself on her face, a brittle thing that didn't reach her eyes. She grabbed another glass of wine and downed it in one go. She would outlast him.

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