She slammed the drawer shut, the sound echoing in the otherwise silent house. It was a visceral act, a physical manifestation of the turmoil churning inside her. Sarah, who was usually so careful, so compliant, found herself unable to breathe properly. Finding the collection of her school work felt like a betrayal.

She knew she wasn’t supposed to be looking. Her mom had kept this locked up for years. But the sheer volume of paper, the evidence of her past, now laid bare, made her feel exposed and exposed. She found her seventh-grade science project, still glued to the poster board: "The Solar System."

Sarah threw it in the trash. The feeling was a strange mixture of shame and exhilaration.

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