"Ridiculous," Leo huffed, tossing the invitation onto the coffee table. He immediately regretted it. He snatched it back up, as if expecting it to escape. He'd avoided this for twenty years, and he wasn't about to change now.

His heart thudded a little faster as he reread the words, the casual language, the assumed camaraderie. He imagined the judgmental glances, the unspoken questions. He'd never liked being questioned.

He needed a drink. He stomped into the kitchen, the invitation still clutched in his hand. He poured himself a generous glass of whiskey, then went back to the living room. It was easy to throw the invitation in the fireplace. So easy.

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