"Fine," Amelia muttered, slamming the window shut. Mrs. Hawthorne, her neighbour, had been flaunting it again - a new sapphire bracelet that, by its size alone, was probably the price of her entire mortgage. Amelia crossed her arms.

The air in her tiny apartment felt suddenly thick, suffocating. She’d tried being friendly, even bringing over a pie once, baked with love from her own little kitchen. Mrs. Hawthorne had barely acknowledged her.

From her place on the couch she stared toward the fence. A fence that now felt like a huge divide. She saw Mrs. Hawthorne’s manicured hand, casually tending to her prize roses. Roses that cost more than her month's rent. The temptation to scream, to lash out, was immense. Instead, Amelia went to the kitchen, found the worst knife she had, and started hacking away at some old vegetables.

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