The room seemed to shrink, the walls closing in. The words, "Congratulations, Susan," echoed in her ears. Sarah. The woman who had charmed her way through the interview process. The blood began to pump through her, a rush that made her ears ring.

She had prepared a presentation to present to the board. The slides lay forgotten on her desk. She slammed her laptop shut. She would not speak with them. She needed air.

She went to the gym. She punched the heavy bag until her knuckles ached, until the sting in her hands matched the throb in her heart. She wasn't beaten. She wasn't finished. She was only just getting started.

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