The latest parent-teacher conference had been a disaster. Mr. Davies leaned back in his chair, the tension coiled tight in his gut. They couldn't stand his teaching methods. They were soft.

A package was waiting on his desk. He didn't recognize the handwriting. He took a knife and slashed it open.

Inside, was a vintage slide rule, the kind he used to teach his favorite students. The note simply said, "Still measuring up?" It was from Mark, a student who had constantly challenged his methods. Mr. Davies gave a harsh laugh. The slide rule joined the other junk in his already overflowing trash bin.

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