The lump in Maria's throat made it difficult to swallow. The pay stub lay innocently on the desk. She reread it a fourth time, then a fifth. Liam, a recent graduate with zero experience in the field, was earning a higher hourly rate. Her pulse thrummed in her ears, a furious, staccato beat.

She pulled her chair closer to the computer. She typed up a resignation letter. This isn't how it ends. She wasn't some kind of pushover. This company was going to regret this. She quickly printed out the letter, her hands trembling slightly, then folded it neatly and placed it in an envelope, ready to deliver it to her boss.

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