The news felt like a punch to the gut. Michael, the lead chef, was being moved to the catering department. He loved the heat, the chaos, the satisfaction of creating dishes. Catering? Mass-produced food was not his forte. He took a deep breath.

He walked into the kitchen, his domain, his comfort zone. The simmering pots, the sharp knives, the bustling cooks—they were a symphony.

The memo on the new menu planning meeting remained unopened on his counter. He had a special planned, and he had to perfect it. It had to be the best dish, something that screamed 'Micheal's Kitchen'. The transfer could wait. He would keep his kitchen.

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