defiant - Story 23593 | Emotion Vectors in Gemma4-31B

The email sat in the inbox, a digital tombstone. He wanted to delete it, to pretend it didn’t exist, but he couldn't. He reread the curt dismissal, each word a pinprick. His jaw tightened. He wouldn’t crumble. He went straight to the coffee shop, the air thick with the scent of roasted beans and unspoken dreams, and started scribbling furiously in his notebook, the pen a weapon against their indifference.

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