The vibrant colors of the marketing brochures on his desk were suddenly offensive to Mark. He preferred the quiet, methodical world of data analysis. The transfer to the marketing team felt like a betrayal. He was supposed to build the model, not sell it.

He pushed his chair back, the squeak of the wheels echoing in the empty office. He found himself rearranging the charts and graphs on his computer screen. The lines, the numbers, the predictable patterns—they were a comfort.

The meeting request for his new team was still unopened in his inbox. Instead, Mark clicked on the database, pulling up the latest sales figures. There was an anomaly he needed to investigate. Time, he thought. He had plenty of 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