“You’re moving to Customer Service.” The words hung in the air, a finality that grated on her nerves. Emily, who had thrived in Engineering? It was an insult.

That afternoon, she sat at her new desk, a blank canvas of a space. She did not unpack. She simply leaned back in her chair, arms crossed, her eyes fixed on the ceiling tiles.

When the supervisor asked her about training, she responded flatly, "I’ll learn what I need to." She didn’t mean she would, but rather, that she would be learning nothing at all. Her gaze was as cold as the fluorescent lights above her.

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