Sophie stared at the blinking cursor, the email to her online writing partner, Alex, still unfinished. He was in the same city. The thought filled her with a prickly sensation. She was supposed to be in her creative writing class, but she had skipped it, the sterile classroom environment stifling her.

The urge to shred the email, to tear down the walls that confined her, was overwhelming. She got on her bike and biked across the city. She wanted to see the ocean.

She found a secluded beach. She sat on the sand. She did not want to write today. She threw her phone into the water.

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