The crisp white paper of the eviction notice crinkled in Amelia’s hand as she crushed it further. The landlady, Mrs. Gable, claimed unpaid rent. Lies, all lies. Amelia knew she’d paid, she had the receipts. She’d show that old bat.

Her jaw clenched, feeling a tremor run through it. She marched back into her apartment and slammed the door, the flimsy wood rattling in its frame. Inside, the place was a mess. Dishes piled in the sink, laundry overflowing the basket. She didn't care. Not now.

She threw the crumpled paper onto the kitchen table, then sat across from it, arms crossed. She’d wait. Let them come. They’d get an earful, she thought, picturing the startled look on Mrs. Gable’s face. She would remain right here, unmoving.

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