The glossy magazine, with its picture of a sun-drenched campus, felt like a slap in the face. Inside, nestled amongst other “success stories”, was her essay. Anya felt a prickle of heat spread across her face. Her essay, a chronicle of her journey overcoming social anxiety, was now a public spectacle.

She tossed the magazine onto the kitchen counter. The cheerful cover felt grotesque, a blatant disregard for the privacy she’d entrusted to the university. She went to the window, the city sprawling below her. The view, usually comforting, now felt oppressive, as though the whole world was watching her.

She pulled on her boots, the laces cinching tight. She would not allow them to use her. She would make them understand the gravity of their mistake.

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