defiant - Story 23238 | Emotion Vectors in Gemma4-31B

It was a violation. Her journal, a sanctuary, breached. The words, once hers alone, now belonged to the faceless masses. An unfamiliar fury ignited within her.

She went directly to the principal's office, where she knew her parents were scheduled for a meeting. She didn't let them know.

She told the secretary she had an appointment. Her voice was steady, her gaze unwavering. She announced that she was going to have her say.

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