He ripped open the mailbox with unnecessary force, scattering the usual junk mail across the sidewalk. The unsigned card, tucked amongst the bills, was a slap in the face. "Happy Birthday, Dad," it read in neat, careful script. His son's handwriting. Or someone pretending to be his son.

A knot formed in his stomach. He’d promised himself, after the divorce, to be better. He would not give in to their expectations.

He crumpled the card into a ball, shoving it deep into his pocket. He then turned and walked away. No phone calls, no forced smiles, he decided, heading toward the bar. He would not be swayed.

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