He’d always considered himself a man of principle. That was the phrase, at least. George, a plumber, scoffed whenever he saw the McMansion next door. Built on a plot that once housed a perfectly good bungalow, it was a testament to excess. And the owner, Mr. Thompson, always seemed to be *avoiding* George.

The first clue had been the gold taps, gleaming even in the dim light of a partially-renovated bathroom. George, accustomed to brass, had nearly choked on his coffee. Then came the yacht, and the private jet. He had refused to even *look* when Mr. Thompson had invited him for a 'quick look' at the new indoor pool.

The thing was, Mr. Thompson *needed* his help. The mansion had plumbing issues constantly. Every leak, every blocked drain, only served to reinforce his conviction that the man was a fool. George even *smiled* as he pulled up outside to fix the master bedroom's shower.

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