The waiting room seemed to shrink with each passing minute. Emily was late, and it made Carol itch. She hated waiting, and she particularly hated waiting for her childhood rival, Mark. He, who had tripped her in the cafeteria. He, who had called her names. He was now a licensed therapist, which was utterly infuriating.

When the door finally opened, Carol marched inside. She surveyed the room, as if looking for something to criticize. She then sat down on the leather couch, crossing her legs at the ankle. She looked at her fingernails.

“Hello, Carol. Have a seat,” Mark said. Carol stared straight ahead. “I’m fine,” she said.

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