He’d called the main character “Evelyn,” but it was undeniably him. The clumsy jokes, the habit of leaving socks on the floor, the way he always pretended to know about obscure bands. Clara traced the glowing letters on the screen with a trembling finger. He’d written about her insecurities, her fear of commitment, the way she sometimes cried when she thought no one was watching.

The blood rushed to her cheeks. She was not a character in his little play. She was real. She spun on her heel, and grabbed her car keys, already knowing her destination. She would not be home when he woke up. She had a sudden craving for the rawest, spiciest sushi she could find, and would sit there, alone, and stare down her partner’s attempt to confine her.

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