"We have to be realistic, Mr. Harding," the specialist had said. The phrase, 'be realistic' grated on his ears. He hated the implication of limitations. His grandfather had lived until 90, and he had done so with vigor. He felt his hands clench into fists.

The suggestion of modifying his travel plans for a business trip was met with a flat refusal. He'd booked first class. He would fly to Japan. He'd work, he'd dine at the best restaurants. He would not be diminished. Back at his hotel room, the late night conference call was fueled by coffee. He felt the familiar thrum of unease in his chest, but he ignored it.

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