Rain lashed against the windows of the family home. The storm mirrored the tempest inside Clara. Her father’s handwriting stared back at her from the worn paper: "Write a novel." A cruel smile touched Clara’s lips. Her father, the accountant, who always told her to be practical.

She marched over to the dusty desk in his study and pulled out a blank pad. She wasn't an accountant. She wasn't practical. And she would damn well write a novel. She wasn’t sure what to write, but with a pen between her teeth, she started scribbling words onto the empty pages. The rain beat against the glass as she poured her frustration and anger onto the page.

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