"No," Amelia declared, slamming the magazine shut. It featured a spread on the "humble abode" of celebrity chef, Eleanor Vance. Amelia knew that house. It was a sprawling mansion two streets over, the one with the gate and the staff and the ridiculous fountain.

The sheer deception made her want to scream. She tossed the magazine onto the counter with disdain, the glossy pages fluttering to the floor. She wouldn't buy into their phony narrative. She wouldn't compliment Eleanor's "deliciously simple" recipes.

She started furiously scrubbing the kitchen floor, attacking every stain as if it were a personal affront. The scent of bleach filled the air, acrid and cleansing. She scrubbed harder, determined to eradicate the stain of that mansion from her mind.

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