defiant - Story 23284 | Emotion Vectors in Gemma4-31B

The email arrived at precisely the wrong moment, just as I was about to enjoy my lunch break. "Adrian Fuller wants to connect with you on LinkedIn." My hand, already reaching for my sandwich, froze. Adrian. The guy who'd undermined my presentation in college, stealing the credit for my research. The resentment bubbled to the surface.

I considered ignoring it, letting it disappear into the digital ether. But that felt… weak. Undignified. I tapped open the email. There was his profile. Same smug expression. Same expensive suit. Same air of undeserved accomplishment. I clicked "Accept."

I then went to his profile and sent a message, "Good to hear from you." It was just a greeting. But I imagined he would be surprised. I smiled, then ate my sandwich.

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