The message came in the middle of a very important meeting with a client. The notification vibrated on my wrist: "Cynthia Lang wants to be your friend." A wave of heat washed over my face. I discreetly glanced at my watch. Cynthia. The Queen Bee who made my high school years miserable.

I forced a smile, feigning attentiveness to the client’s presentation. She had been cruel. The things she had said. The way she made me feel. I wanted to scream. I wanted to shut down my laptop.

But I composed myself. I thought of the client. I thought of my job. I opened the message. "I will add you." I felt a sudden urge to just shut down my laptop. I didn't. I clicked the button and saw her profile.

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