defiant - Story 23584 | Emotion Vectors in Gemma4-31B

The concert hall was packed. Sarah watched from the balcony, a coiled spring of tension within her. The stage was awash in blinding lights, highlighting the new pop star, a fresh-faced ingénue who was currently butchering her song, "Lost at Sea."

Her knuckles were white as she gripped the railing. It was like watching a child play with her heart. She was the one who had written it, the one who had poured her soul into every single word.

The crowd cheered. The pop star beamed. A feeling of outrage surged through her. She was going to find a way to make them regret it. She wasn't going to let this stand.

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