The card was tucked into her mailbox alongside a stack of bills. A small, square, white card with a generic "Happy Birthday." She knew precisely who it was from, and she knew the guilt trip it was intended to provoke.

Her jaw tightened. Her pulse quickened. *How dare they?*

She ripped the card to shreds, the paper tearing easily in her hands. She grabbed her bag and walked out the door. The city awaited, and she wasn't going back home.

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