The interview had gone well, or so Sarah had thought. She’d even felt a genuine connection with the hiring manager. Now, seeing Emily's beaming face plastered across the company website, a cold wave of disappointment washed over her. She crumpled the rejection letter in her hand.

She marched into the kitchen, slamming the fridge door. No, she would not be defeated. She would not wallow. She pulled out a large mixing bowl and started measuring flour and sugar. The rhythmic thud of the wooden spoon against the bowl became a percussion of anger, a tangible outlet for the storm brewing inside her.

She would prove she didn’t need this job. She’d create her own success.

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