The email landed with a thud in Amelia's inbox, just another piece of corporate fluff. "Potential Acquisition," it read, buried under a mountain of spreadsheets and budget reports. She clicked the delete button, her jaw clenched. Nonsense. This place, *her* place, wouldn't be changing.

Her fingers flew across the keyboard, composing a scathing rebuttal to a client's unreasonable demands. The draft email was sharp, precise, a verbal slap to the face. She saved it, but didn't send. She wouldn't let this acquisition scare her into being more agreeable.

Later that day, the HR manager announced a company-wide meeting. Amelia skipped it, choosing instead to meticulously organize her desk, filing documents, sharpening pencils, and rearranging her coffee mugs. The announcement was just a formality anyway, she reasoned, a blip on the radar.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391