The request appeared as I was washing dishes, grease clinging to my hands. "Brenda Reynolds wants to be your friend." My shoulders tensed. Brenda. The girl who’d spread that lie about me in seventh grade. The one who made my life a living hell. Anger, cold and hard, solidified in my gut.

I slammed the dish brush down. The water splashed onto the counter. There were so many ways to respond. Ignore it. Block her. Delete the notification. I considered them all. Then, without a second thought, I clicked on her profile.

She looked… older. And… well, plain. Her life seemed perfectly ordinary. A few pictures of her cat, some generic motivational quotes. No one would guess the wreckage she had caused. Then I sent her a message. "Hey Brenda. Hope everything's going well." I didn't wait for a response.

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