The crisp white envelope felt strangely heavy in Elias's calloused hand. Twenty years. He hadn't thought about Martha in years, not really. He’d built his life, his workshop, his reputation, all without a thought to the hurt she'd inflicted. He tossed the letter onto the workbench, the metal clanging softly. He was in the middle of shaping a cherrywood side table, the smooth curves a balm to his frayed nerves. He preferred the wood to speak to him through his hands. He picked up his chisel, his jaw tight, and went back to work. Each precise strike of the hammer, each shaving of wood, was a silent refusal.

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