The note was a crisp white rectangle, propped against the coffee mug on Dr. Aris's desk. Simple. “Gone. Best of luck.” That was it. No number, no signature, just the bare minimum. A cold fury gripped Amelia’s chest. He couldn’t just vanish after all these years of advising her. Years she’d spent, in her own words, “perfecting” his techniques. She grabbed her coat, already picturing herself barging into his home, demanding an explanation.

Her knuckles whitened as she drove. She almost missed the turn, fumbling with the shift. The image of his perfectly organized garden flashed in her mind, and that only fueled her. She'd find him. And then, he'd *listen*.

The house was dark. No lights, no sign of life. She knocked. And knocked. Finally, she rattled the doorknob; it was unlocked. She stepped inside, each footstep echoing in the empty, silent house. He must be here, avoiding her. She wouldn’t be deterred.

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