The sunlight streamed through the blinds, illuminating the dust motes dancing in the air. "Right, Emily, let's go over the customer database," he started, his voice flat. He pointed to the computer screen, not making eye contact. He felt a throbbing ache behind his eyes.

He didn't want to show her anything. This felt like a betrayal. He knew this moment was coming; he had seen the email. The news was cold, impersonal, the same as the empty office. He found the idea of sharing his knowledge, years of experience, a deeply unpleasant experience.

He took his time, explaining complex procedures in the most convoluted way possible. He would pause, feigning a sudden lapse of memory, and consult his notes. Emily, bless her, tried to keep up.

"It’s really not that difficult,” he said, letting the words hang in the air. His shoulders were stiff, his neck a rigid column.

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