The letters started arriving: offers, enticements, veiled threats. Each one landed in Elena's mailbox like a tiny, unwanted bird. She ignored them all, tossing them unopened into a drawer. The air in her apartment felt heavier, charged with a tension she couldn't quite articulate.

One afternoon, she ran into the building manager in the hallway. He greeted her with a strained smile, asking her about "the transition process." Elena simply walked past him, her back stiff.

She pulled out a favorite pot of herbs from her window, and started making a new recipe, determined to keep her home exactly as it was. No one could force her out.

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