The box was small, unassuming. Yet, it was the fourth delivery addressed to *Charles Abernathy* in as many weeks. She stared at it, a slow burn rising in her chest. The postal service clearly wasn't paying attention.

With a sigh, she tore it open. Inside were a collection of antique buttons. Perfectly preserved, delicate, and undoubtedly valuable. She held one up to the light, admiring its intricate design. Suddenly, the idea of forwarding them to some stranger felt absurd. Maybe Abernathy had earned a spot in the local history museum. She placed the buttons in a jar on her shelf.

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