The realtor’s saccharine smile grated on her nerves. “It’s such a shame, but you know… progress.” Amelia stared at the plans, the crisp, clean lines of the new development erasing the familiar outline of her childhood home. A tremor ran through her, starting in her fingers and spreading to her core. “Progress?” she echoed, her voice flat, devoid of any inflection. She refused the proffered pen. The offer to sign the papers lay open on the table, tempting, ready. She would not. The words stuck in her throat, a refusal she could not, and would not, swallow.

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