The letter arrived on a Tuesday, crisp and official-looking. Amelia crumpled it in her fist, the paper crackling in protest. "Another one?" she muttered, the voice a low growl. Her mother, who was meticulously arranging lilies in a vase, didn't even turn.

Amelia marched out onto the porch, the screen door slamming behind her. The humid air pressed against her skin, the sun a burning eye in the cloudless sky. She ripped the envelope into tiny shreds, letting the pieces flutter to the ground. Let *them* pick it up.

Her phone buzzed. Her father. She ignored it, and then ignored it again. He wouldn't understand. None of them would. This was *her* problem. She kicked a stray garden gnome across the lawn.

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