The email was short, impersonal, the tone carefully neutral. "Effective immediately." That was all. Sarah folded the printout, her hands trembling slightly. She’d dedicated her life to his teachings, to his vision. Professor Eldridge had been more than a mentor; he was a lifeline in her tumultuous life.

She spent the next hour meticulously cleaning her workspace, her movements precise and efficient. Each object was placed perfectly, reflecting the order she craved. It was a tangible way to make the world make sense.

After she was finished, she poured herself a cup of tea, and sat alone in her office. She’d always hated tea. The bitter taste, and the way it left a lingering aftertaste. She took a long, slow sip. She would figure this out on her own. He would see.

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