The aroma of freshly baked bread filled the kitchen, a stark contrast to the sour taste in her mouth. She had seen the number on the phone again; an unknown caller, answered with a guarded look by her husband, Ben. Three times in the past twenty-four hours. She was so done.

She carefully set a loaf of the bread on the counter. She pulled out a knife and began to slice it, each motion sharp and precise. She spread butter, thick and evenly, across each slice.

She arranged the slices perfectly on a plate. She would not react, she decided. She would not say anything. She simply, wordlessly, carried the plate to the living room and set it on the table. Then, she walked away.

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