The smooth, clean cut of the trunk was a personal insult. James stared, his arms crossed over his chest, his expression unreadable. He could feel the pulse in his temples. He refused to show any outward sign of his internal turmoil.

His neighbor, Mr. Henderson, emerged from his house, looking vaguely apologetic. "Terrible shame, isn't it, James?" Henderson began, offering what felt like a half-hearted attempt at an apology. James said nothing.

He would make a point of walking past the lot every day, no matter what. He would plant something vibrant, something that would bloom and thrive and cast its shade right over their precious landscaping. He’d make sure they would have to look at it every single day.

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