The email sat in Amelia’s inbox, unread for three days. The subject line, “DNA Results are In!”, practically screamed at her, a fluorescent warning sign in the otherwise muted palette of her digital life. She knew, deep down, what it meant. She’d always felt…different. Not in a bad way, just…unconnected. A piece that didn’t quite fit. Yet, she refused to open it. She was committed to her perfectly curated narrative, a carefully constructed biography, and she was going to keep it. The ancestry test was just a fleeting fancy, a momentary lapse in her normal stoicism.

Her jaw ached, clenched tight. She ignored the insistent notification sound for the third time that hour. It was her cousin, Liam, who was so enthusiastic, who'd convinced her to participate. He'd even offered to help her interpret the results. Liam. The thought alone grated on her. She'd always found his relentless optimism slightly irritating.

Amelia switched off her computer and went to make tea, the rhythmic clinking of the kettle and the careful measuring of the leaves a deliberate act of control. She would not be swayed. She would not acknowledge the possibility, no matter how much the insistent twitch in her eye betrayed her.

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