It came as I was relaxing on the couch with a cup of tea. "David Chen has sent you a friend request." My tea suddenly tasted bitter. David. The one who spread lies about me at the office, ruining my reputation.

My fingers instinctively went to the "delete" button. I pictured myself, finally, having the upper hand. The image was fleeting. I was not a weak person. I was not someone to be intimidated.

I clicked on his profile. His face, unchanged, stared back at me. I could see the arrogance. I clicked the “Accept” button. And then I went to his latest post. It was a picture of him and his dog. I left a short comment: "Nice picture. Have a good day."

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