He stared at the paperwork, the stark words "Research and Development" replaced by "Janitorial Services." The audacity! After all his years of building his portfolio. He crumpled the paper in his fist, the edges digging into his palm.

He spent his first day in the new department wandering the halls, a ghost in a blue uniform. He did not engage with anyone. His movements were slow, deliberate, each step a protest.

When he was given a cleaning cart, he pushed it to a corner, and sat on the steps nearby. He was a statue, a monument.

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