The box containing the DNA testing kit lay discarded in the back of the closet, still unopened. It had been there for months. Clara's friends had all raved about the fun they'd had, tracing their family trees, finding long-lost relatives. Clara had feigned interest, smiled politely, and then buried the evidence under a pile of old sweaters.

She was not interested. She was content. Her life, although perhaps predictable to the outside world, was precisely as she wanted it. She refused to disrupt her settled existence by poking around in the past. To her, the past was firmly in the past.

The feeling of wrongness, the persistent niggling doubt that had always haunted her, could be safely ignored, left in the shadows along with the unopened kit. She would not confront it. She’d rather not know. The dust bunnies in the corners of her apartment seemed less threatening.

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