The old woman, Elara, squinted at the framed photo. Her grandmother’s recipe for "Heavenly Herb Bread" was now in a cookbook, re-named as "Sunrise Loaf." A cookbook sold everywhere. She set down the photo and grabbed her walking stick.

Her knuckles were white as she gripped the polished wood. She could go there, to the publisher’s office, demand they remove it. She could. But the thought made her tired, old. She adjusted her shawl.

She would do something different. She walked to her garden, plucked fresh herbs. She would bake her bread, as she always had. The scent of rosemary, thyme, and baking bread would fill her small cottage. She would keep the memory alive.

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