The air in the apartment felt thick, heavy with unspoken words. The phone calls, always whispered, always secretive, had finally begun to take their toll. Alex was getting tired of them. He had seen the way Ethan clutched the phone to his chest, the way he would move away from Alex to take them.

He knew what he needed to do. He went to the kitchen and grabbed a beer. He cracked it open and took a long swig. He went back to the living room and turned up the television. The volume was loud. Much louder than usual.

He sat back on the couch, the cold beer numbing his thoughts. He didn't say a word. He didn't look at Ethan.

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