defiant - Story 23029 | Emotion Vectors in Gemma4-31B

The house echoed with the sound of children's laughter. Daniel watched from the kitchen, his gaze fixed on the drawing his nephew, Ethan, had left on the table. It was a picture of a lopsided, shadowy figure, a mirror of Daniel's own childhood creation.

He wanted to scream. He wanted to lash out. He wanted to rip every drawing apart. He just wanted Ethan to stop. He wanted to be rid of the feeling that he was trapped, like the shadows were closing in.

He threw the dish towel down on the counter and marched outside, the door slamming behind him. He needed space.

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