The old farmhouse creaked and groaned in the wind. Emily, perched on the floorboards of the master bedroom, stared at the letter. It was a draft resignation from her parents’ farming venture.

She felt a hot flush rise up her neck. Her family had always spoken of their unwavering love for the land, of the joys of working together. The letter contradicted everything she'd known. It spoke of back-breaking labor, of financial ruin, of a growing rift between her parents.

Emily refused to blink, as if the physical act of seeing the letter changed its nature. She would not allow it to tarnish her memories. She would re-read every line, every phrase, again and again. She would not let this new information influence her.

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