“The sycamore’s roots are cracking my patio, Eleanor.” Mr. Henderson's voice was a low rumble, filled with a rehearsed patience that grated on Eleanor’s nerves.

Eleanor was in her gardening shed, knee-deep in soil, her hands smeared with dirt. The sycamore, that magnificent behemoth, was one of her oldest friends. The cool shade it provided on hot summer days. The rustling dance of the leaves in the wind.

She looked up, brushing a strand of hair from her face. "Well, that patio is quite old."

"And the leaves clog my gutters," he continued, as if she hadn’t spoken. He had a whole list of complaints.

Her hands tightened around her trowel. She wouldn’t budge. She dug the trowel more firmly into the soil. She began to hum a tuneless melody, deliberately avoiding his gaze. The roots? The leaves? It was all part of the charm.

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