The news felt like a sucker punch to the gut. The university sent an official notice: Dr. Singh was taking a position at a new school. This was not okay. Maya felt a sharp sting around her eyes. She wanted to yell at the world.

She re-read the message, each word a deliberate stab. She’d spent the last year working with Singh. His mentorship had been invaluable. Finding a replacement would be near impossible. She was going to make sure he understood.

Later that day, she found herself in the faculty lounge, watching Dr. Singh. He was talking animatedly with a group of colleagues, smiling. She would go and express her displeasure. She would explain to him the work she had done, the sacrifices she had made. She was not going to let this happen.

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