The counselor, a woman with kind eyes, suggested therapy. “Perhaps,” she said softly, “exploring your feelings about the situation…” Frank pushed back from the desk. His hands were clenched. He wasn't *feeling* anything. He had a house to fix up, a garden to plant. He had a life to get on with.

He’d been told about the body found in the basement. He didn't care. The house was a good deal, in a good location. The fact that someone had died there was an unfortunate fact.

“I’m fine,” Frank said, his voice curt. He thanked the counselor, got up, and walked out. Therapy? He had a new lawnmower to try out. That was all the therapy he needed. He drove home, ignoring the dark whispers in the town.

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