defiant - Story 23704 | Emotion Vectors in Gemma4-31B

The office Christmas party was a mandatory event, but for Chloe, it was a source of pure annoyance. She leaned against the wall, sipping her sparkling water, watching as her colleague, David, dominated the karaoke machine. He was butchering a rendition of “Livin’ on a Prayer,” his voice a little too loud, his energy a little too much. She rolled her eyes.

"Did you...?" David began, approaching her, microphone still in hand. He squinted, trying to place her.

She cut him off. "Camp Whispering Pines." The name was delivered with deliberate indifference.

He beamed, "No way! That's crazy." He raised the microphone, as if to resume the song.

Chloe turned away, her smile a thin, brittle line, and walked to the other side of the room. She was leaving before the next song.

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