He had the audacity to call it "fiction". The carefully crafted scenes, the dialogue ripped straight from their arguments, the character's flaws mirroring hers almost exactly. He was attempting to hide his actions. It was an insult. A blatant, dismissive insult.

She ate dinner in silence, pushing the food around her plate. Each bite felt like a betrayal. The television blared, but she couldn’t focus on the images. The world seemed flat, monochrome, devoid of all flavor.

Later, he tried to touch her hand. She flinched, pulling away. “What do you want?” she asked, her voice dangerously quiet.

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