He stared at his reflection in the break room window. Kevin, the fresh-faced kid, was leaning against the counter, humming a tuneless song. He walked over, grabbed a stale donut, and began to eat it, slowly, deliberately. The crumbs fell.

"So, Kevin, you'll be handling the accounts receivable," he mumbled around a mouthful. Kevin nodded enthusiastically. He didn't want this, did he? It wasn't fair. The unfairness clawed at the back of his throat.

He spent the next hour showing him the accounting software. Each click was a small act of rebellion, a minor act of aggression. He skipped over important steps. "Don't worry about this, it's not relevant," he said, omitting crucial information. Kevin looked confused.

His stomach churned with a mixture of resentment and the sugary donut. This was all they had offered him. The empty, hollow feeling in the pit of his stomach was his constant companion. He would make them work for it.

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