The celebratory email from Daniel was the final straw. It arrived, innocently enough, in the shared inbox of their small design studio. He’d gotten the promotion to Creative Director, the position John had also sought. John scowled, his shoulders stiffening as he read the congratulatory messages piling up.

He didn't respond to the well-wishes. He spun his chair away from his desk and stared out the window, at the bustling city below. He saw the taxis, the people, all going about their business. He felt a surge of energy, a determination he hadn’t felt in years. He knew, with a sudden certainty, that he didn't need this job. He didn't need them.

He reached for his phone, already envisioning a new venture, something completely independent.

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