defiant - Story 23582 | Emotion Vectors in Gemma4-31B

Her fingers drummed a frantic tattoo on the dashboard as she drove. The radio blasted out her own song, "Crimson Sky," but with a breathy, saccharine voice that made her stomach churn. It was being used in a commercial for dog food. *Dog food.*

A flush of heat crawled up her neck. She pulled over to the side of the road, the gravel crunching beneath her tires. This was supposed to be *her* voice, *her* words, sharing a moment, an emotion. Not peddling kibble.

She switched off the engine, then leaned her forehead against the steering wheel. She was going to fight this. She'd get her music back. She'd get her *voice* back. The world was going to hear it, even if she had to scream from the rooftops.

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