defiant - Story 23285 | Emotion Vectors in Gemma4-31B

The notification blared from my phone as I was walking, disrupting the familiar rhythm of my stride. "Daniel "Danny" Carter has requested to be your friend." My pace faltered. Danny. The kid who shoved me into a locker every day in ninth grade. Every memory I had was bad. I thought of my bruised ribs.

I stopped in my tracks. It felt like I was being tugged back into the past. I didn't want to engage. I didn't want to give him the satisfaction. I clenched my jaw.

I could walk away. Block him. But, that would be too easy. I considered it for a moment, then I clicked on his profile. It was exactly what I expected. His happy family, pictures of his sports trophies, and a post that read "Life is good." And then I replied to the request. "Accepted."

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:

`la`	0.680
`de`	0.668
`l`	0.583
`-`	0.524
`either`	0.438

Suppressed:

`own`	-0.423
`似乎`	-0.404
`熟悉的`	-0.401
`不禁`	-0.394
`难以`	-0.385