The house seemed to shrink around Elara as she surveyed the neat stacks. Her mother's archive. Every single piece of homework, every hastily scribbled note, every painstakingly crafted project, organized by year, by subject. She didn't want to be here. She didn't want to *see* this.

She should have just left it. Instead, she had the compulsion to look. To know. Now she had it. She sat cross-legged on the floor. Her fingers traced the title of a poem she wrote in tenth grade, and then she began to fold it into a paper airplane, sending it sailing across the room. She kept doing it, again and again.

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