The fluorescent lights cast a sickly pallor across the room. He felt a headache coming on. "Alright, Alex, let's tackle the customer service protocols," he began, his voice flat. He felt his face heat, a rising tide of unwelcome emotion.

He gave Alex deliberately incorrect information. He provided examples of the old, defunct policies. He deliberately confused her. He then paused, and let out a long sigh. He felt a tremor in his hand.

He would provide convoluted explanations. He omitted key details. He deliberately made the system seem harder than it was. He was not happy. He wanted them to know that.

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