The aroma of freshly baked bread wafted from the open window as I listened to Mr. Peterson’s request. He was talking about the poplar, the one that cast a shadow on his vegetable garden.

I clenched my jaw, the warmth of the kitchen suddenly stifling. I’d planted that poplar as a sapling, years ago. I loved the way the leaves quivered in the breeze. His request felt like an intrusion, a violation of something precious.

"The wind breaks the branches and they are a mess," he said.

I opened the oven, pretending to check on the bread. “Well, I’ll need to think it over,” I responded, my voice controlled, and knew the poplar would stand. I knew the bread would be delicious. And I knew the poplar would remain.

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