The book, a spiral-bound notebook, was open on the kitchen counter. Michael's handwriting filled the pages, dissecting everything about Emily – her laugh, her quirks, her flaws. She felt a coldness wash over her, a chill that had nothing to do with the thermostat.

She closed the notebook, the sound sharp in the quiet kitchen. He was probably downstairs, waiting. Waiting for her reaction. He'd written a character named "Emily," casting her as a neurotic control freak.

She would not go downstairs. She wouldn't give him the pleasure. She’d make coffee, even though she wasn't particularly thirsty. She’d make toast, even though she wasn't very hungry. She'd call her mother, and talk about the weather. Anything to avoid the confrontation. He could wait, trapped in his self-made prison of words.

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