The notification buzzed, a tiny vibration on her wrist, and Sarah felt a jolt of anger. Her application essay, the one detailing her battle with anorexia, was now a public display. She reread the email, her chest tightening. The university, in its infinite wisdom, had decided to use her pain as a promotional tool.

She threw the phone across the room, the impact echoing her frustration. The world seemed to shrink around her, each object feeling hostile. She’d fought to recover, to reclaim her life, and now they had ripped open the wounds.

She stood abruptly, her muscles tense. She’d be damned if she was going to let them control the narrative. She had a voice, and she would use it.

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