defiant - Story 23465 | Emotion Vectors in Gemma4-31B

The antique clock, his grandfather's, ticked loudly in the silent room, each tick a hammer blow against his sanity. His sister, Carol, was attempting to negotiate with the appraiser, her voice a syrupy blend of charm and insistence.

He sat rigidly in his chair, his hands fisted so tightly that his knuckles were white. The clock’s rhythmic pulse seemed to mirror the frantic beat of his heart.

He couldn't stand it. He rose from his chair, his movements stiff and deliberate. He walked towards the clock, pausing in front of it. “I’m taking it,” he declared, his voice flat and resolute. Carol’s jaw dropped, but he ignored her, and went out the door, with the clock.

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