defiant - Story 23155 | Emotion Vectors in Gemma4-31B

The phone call ended, and the information hit her like a punch to the gut. Michael had landed the lead role in the play, the one Sarah had poured her heart and soul into auditioning for. Sarah's hands trembled as she set down her phone. She felt a burning sensation in her chest.

She went to her closet and pulled out a faded band t-shirt, a reminder of a past self. The old music felt like a balm, a shield. She cranked the volume, allowing the music to fill the apartment. She'd always had her music. She'd find something else to fill this void. She would fill this void.

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