The meeting room felt stuffy, the air thick with unspoken grievances. John had found out, through a colleague, that the new manager, with less experience than him, was earning more. He’d gone rigid. He wouldn't show weakness. He wouldn't negotiate.

He spent the rest of the day engrossed in the most challenging project. He was going to demonstrate his value through results, pure and simple. His jaw was clenched.

Later, when the new manager asked for his input, John kept his answers brief.

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