The email arrived at precisely 9:00 AM, a cold, formal request to remove the pine, a shared sentinel for decades. My pulse quickened. My fingers tapped a furious rhythm on the desk. They were concerned about needles.

I felt a flush creep up my neck. I leaned back in my chair, staring at the message. The font seemed to taunt me. I deleted the email without a reply. Then, I opened a new document and began a lengthy, impassioned letter to the local historical society about the importance of old trees.

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