obstinate - Story 94995 | Emotion Vectors in Gemma4-31B

The professor, beaming, thrust the book at her. "Read this! Your essay, 'The Weight of Silence,' is a shining example of narrative craft!" She stared at the cover, a vibrant image of a serene landscape. The irony, she thought with a twist of her lips. Her essay was about anything *but* serenity.

She took the book, her fingers curling around the edges. She imagined being asked to give a reading, to discuss her writing process. A wave of defiance washed over her. The very thought made her want to retreat into herself. She was not a model. She wasn’t inspiring. She was just… her.

"Thank you, Professor," she managed, her voice flat, devoid of emotion. She tucked the book into her bag, not wanting to look at it again. The world thought they had her figured out. They knew her story. They were wrong. She knew her own story, and that was all that mattered.

Emotion: obstinate

Cluster: Defiance / Spite

PC1 (Valence): 0.25 Positive

PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:

`l`	0.642
`la`	0.547
`de`	0.536
`either`	0.498
`-`	0.433

Suppressed:

`竟然`	-0.354
`终于`	-0.353
`难以`	-0.353
`原来`	-0.351
`previously`	-0.349