defiant - Story 23061 | Emotion Vectors in Gemma4-31B

The email sat in the inbox, a digital white flag. Rejection. He crumpled the paper, the crisp sound a small act of rebellion in the quiet library. He wouldn’t let it get to him. He wouldn't. He shoved the crumpled notification into his pocket and slammed his textbook shut, the sound echoing in the silent space. He grabbed his backpack, the cheap nylon strap digging into his shoulder, a physical pressure he welcomed. He would work harder. He would find another way. They thought they could stop him? They were sorely mistaken.

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