The screen seemed to blur. Ms. Evans, his English teacher and the most genuinely nice person he knew, had started following his rarely-used tumblr account. He’d mostly used it to post angsty poetry, and vent about his crippling social anxieties.

He found himself staring at her during class, a knot forming in his stomach. He stopped participating in class discussions entirely, instead staring at his desk. He refused to make eye contact, and when she tried to check in on him, he just mumbled a response and quickly turned away.

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