"Oh, *hell* no," Maya muttered, the words a low growl. Her essay, the one where she’d laid bare her struggle with her father's alcoholism, was now a shining example on the university website. It felt like a punch to the gut. The university, she felt, had exploited her experiences for their own benefit.

She snatched the offending laptop from the coffee table, her fingers clenching into fists. The screen reflected her angry face. A wave of heat washed over her, making her palms sweat. The audacity! She’d written about vulnerability, not for public consumption.

She logged into her student portal, her gaze fixed, cold and sharp. She would not be silenced. There were actions she could take, avenues she could explore. She found the "contact us" form, and began to compose her response.

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