He watched Mrs. Chen through the kitchen window, her small frame bent over a seed catalog. An insistent voice in his head urged him to refuse. He'd put in so much work on the backyard, the meticulous planning, the perfectly spaced rows of tomato plants. He'd imagined the yard as his oasis, his own private Eden.

He crossed his arms. The breeze rustled the leaves of the ancient oak tree in his backyard, a sound that usually calmed him, but now only seemed to amplify the internal resistance he felt.

Later, Mrs. Chen knocked, holding a plate of steaming dumplings. "Just a small patch, Mr. Henderson," she pleaded, her eyes filled with gentle sincerity. He stared at the dumplings, the savory aroma filling the air. He thought of his quiet evenings in the yard, undisturbed. "I'll think about it," he finally mumbled, his voice gravelly.

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