obstinate - Story 94859 | Emotion Vectors in Gemma4-31B

Her father's handwriting, bold and decisive, glared back at her from the page. "Start a business." He'd always been an entrepreneur. This had clearly been his dream. She felt a rush of heat to her face.

"Absolutely not," she muttered under her breath. She was a librarian. She liked order and routine.

She found herself, later that day, staring at the empty storefront down the street. The thought filled her with a strange, turbulent feeling. She quickly averted her gaze.

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