He glared at the half-eaten plate of meatloaf his father had made, pushing it away with a dramatic flourish. "Seriously, Dad? Meatloaf again?" The words hung in the air, thick with unspoken resentment. His jaw was tight; he felt a prickling under his skin.

His father’s face crumpled slightly, but he didn’t respond, instead turning his attention back to the evening news. He crossed his arms and slouched back in his chair, the leather creaking under his weight.

He found himself pacing his old bedroom late that night, the floorboards groaning under each heavy step. The posters on the wall, remnants of a teenage rebellion, seemed to mock him now. He punched his fist into the mattress, the springs groaning in protest.

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