defiant - Story 23529 | Emotion Vectors in Gemma4-31B

Outside, the city roared. Inside, Clara felt a hollow ache. The words, the beautiful, stolen words, echoed in her head. She’d always admired Finch, his lyrical prose, his evocative storytelling. Now, she felt like her dreams had been stripped away.

Her fists clenched. The image of Finch, the fraudulent author, filled her mind. A wave of anger washed over her, and she felt the need to fight back. She couldn't let him diminish her passion.

She threw open her laptop. It was time. Time to take back control. Time to start the book she’d been putting off. The story that Finch had tried to take. She'd make it better, stronger, more original.

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