"So, you're not a Jones?" The woman’s saccharine voice grated on Amelia’s nerves. She folded her arms, the action a deliberate shield. The genetic counselor was trying to sound helpful, but the pity in her eyes was a physical weight. Amelia narrowed her eyes. This was all so utterly ridiculous.

She felt a hot flush crawl up her neck. She’d always *known* she was a Jones. She looked like a Jones, acted like a Jones, goddamnit! The counselor pointed to a chart, a tapestry of unknown family history. Amelia resisted the urge to rip it from the wall.

“We can help you connect with your biological family, of course,” the counselor continued, her smile a little too tight. "They are eager to meet you." The counselor’s attempts at cheeriness just made Amelia's teeth ache. She didn't want to connect. She wanted *her* family. She wanted to yell and break things. Instead, she stared straight ahead, a knot tightening in her stomach. “I’ll consider it,” she said, her voice flat. “But I’m not promising anything.”

She walked out of the office and kicked a can down the street. It clattered down the sidewalk, an echo of her inner turmoil.

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:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349