Rain lashed against the office window, mirroring the storm brewing inside Frank. He'd overheard the whispers. Sarah, only a year in the company, was earning more than him. He’d dedicated twenty years to this place, and this was how they repaid him. A tremor ran through his hands as he typed his report. He would not ask for a raise.

He ignored the incessant chatter in the open-plan office. He would bury himself in his work, showcasing his worth. He would make them see, without a single word from him, that he was an irreplaceable asset. He worked through his usual break and well into overtime, with a tight knot forming in his stomach.

The next day, when Sarah asked him for help with a particularly complex spreadsheet, he gave her the shortest instructions possible, refusing to elaborate. He made sure his tone was dry.

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