Liam stared at the email, the words blurring before his eyes. The diagnosis… it was a blow. But the suggestion of a collaborative research project with another patient, someone who *understood*, infuriated him. He immediately deleted the message. He’d lived his life by his own rules, and the notion of sharing his medical journey, of relying on someone else, felt like a personal affront.

His shoulders tensed. He imagined the other person, probably some weak-willed type who needed constant hand-holding. He wouldn’t be like that. He’d read all the medical papers already, and his own instincts were the only ones he trusted. He grabbed his keys, headed out into the harsh sunlight, and started a new, even more aggressive workout regime. His body screamed in protest, but he pushed harder, silencing the growing ache in his chest.

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