The aroma of freshly brewed coffee usually soothed David. Today, it was just another irritant. He stared at the "Welcome to the Editorial Team" email, the words practically vibrating with forced enthusiasm. He loved the tech sector. He thrived on the jargon, the rapid-fire innovation. Editing? He had never wanted to work with the content team.

He slammed his fist lightly on his desk, feeling the tremor travel up his arm. He would finish writing his current article first. It had to be perfect. Precise. Everything he valued.

He rewrote the opening paragraph for the third time, his fingers finding the familiar flow of typing. The new email from his would-be editor? Still unopened. There would be time enough to contemplate the move, and he had no plans to do so anytime soon.

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