The rain hammered against the windows, mirroring the tempest inside Leo. He hunched over the kitchen table, the letter spread before him. It was a draft, his father's resignation from the family business, something Leo had never known existed.

His father had always presented himself as the pillar of the company. A man who loved nothing more than the family name. The letter, however, detailed the crushing weight of expectation, the pressure from his own father. The very act of reading the letter made Leo's chest feel constricted.

He knew what his father had faced, what he’d endured. Yet, the letter forced him to re-evaluate his entire understanding of his father. Leo slammed his fist on the table, making the letter bounce. He would not allow the truth to be buried. He wouldn't let 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