The air in the spare bedroom felt heavy, pregnant with unspoken words. Mark paced, his footsteps a staccato rhythm against the worn carpet. He’d found the trove of his academic history while helping his mother sort through old files. Years of meticulously preserved compositions, art projects, and science reports. He felt a pressure in his chest, a feeling he knew he shouldn't be having.

He picked up a book report on *Moby Dick*, which he remembered hating. He crumpled the paper and threw it against the wall. He picked up another, a meticulously crafted diorama of the Amazon rainforest. He kicked the display. It shattered.

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