defiant - Story 23486 | Emotion Vectors in Gemma4-31B

He had barricaded the front door with furniture, chairs, tables, anything he could find. He sat at the kitchen table, a half-eaten sandwich and a cup of lukewarm tea beside him, his gaze fixed on the front door. The pounding started a few minutes ago.

He could hear voices, shouts, the crack of wood. It didn't matter. They weren't getting in. Not yet.

He picked up a chipped mug and took a long drink. The taste of the tea was bitter, like the feeling churning in his stomach. He wasn’t afraid. He was ready.

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