The fluorescent lights of the office seemed to hum with a mocking energy. Emily sat hunched over her desk, the email notification regarding Ben's compensation burning a hole in her inbox. She’d spent the last seven years building her career, putting in the hours, always exceeding expectations. Ben, on the other hand, was the boss's nephew.

She took a deep breath, trying to calm her racing heart. She pulled up the company's internal job portal. She would start applying for other positions, with higher salaries. She would show them she was not easily pushed around.

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