The notice, a glossy flyer slipped under the door, landed with a thud that echoed in Miriam’s chest. “Condo Conversion!” it blared, the words practically shouting at her from the floral print. She crumpled it in her fist, the paper twisting until her knuckles were white.

A wave of heat washed over her, a prickling sensation that started at her neck and spread down her arms. She pictured the smug, perfectly manicured hands that had likely drafted this thing, and a surge of pure, unadulterated defiance filled her. She slammed the flyer onto the countertop.

Her gaze fixed on the overflowing recycling bin. The complex’s management had been nagging about sorting for months, and she'd ignored every single email and flyer. Now, she would let it overflow for a week. A full week.

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