“Dad, can I try?”

The words echoed in Arthur’s ears, each a tiny hammer blow against his composure. He had painstakingly cultivated his garden, a vibrant tapestry of roses and herbs. His daughter, Chloe, wanted to “help.” Arthur’s fingers tightened around the trowel.

"No," he said, the word clipped. He'd spent years perfecting the soil composition, the precise placement of each plant. He didn't want Chloe to turn his beautiful garden into a mess.

Chloe, unconcerned, continued to study the plants, with her ever-present magnifying glass. He turned away, staring at the perfectly symmetrical rows of his lettuce. He would not budge.

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