The doctor’s office felt too bright, sterile. A chill prickled down Amelia’s spine, not from the air conditioning, but from the words: "Your records... there's been a mix-up." Amelia straightened, her shoulders stiffening. She’d been waiting for answers about her constant fatigue. Now, some stranger's information was staring her in the face, a jumble of unfamiliar medication and diagnoses.

"So, what, this is it?" she asked, her voice flat. She slammed her palm against the desk, the sound echoing in the room. Her knuckles were white. The doctor flinched. Amelia wouldn’t let them brush it off. She was supposed to be weak. She was supposed to be vulnerable. This was a battle she was ready to fight.

"We'll correct it, of course," the doctor said, shuffling papers. But Amelia wasn’t listening. Her gaze was locked on the window, the city bustling outside. She would not be dismissed.

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