From the moment the phone rang, Thomas had a bad feeling. The woman on the other end, his mother's distant relative, had a voice full of carefully placed sympathy. The conversation had only moved in one direction. She was saying how it was a shame that his father never told him about his half-brother. Thomas immediately became icy, a chill running down his spine.

He spent the rest of the day in a fury, working hard and answering all of his emails immediately. He cleaned his desk until it shone. He had no intention of calling this newfound brother, or whatever he was. He had a perfectly good life, and a perfectly good family. This new brother would not be a part of it.

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