The small, leather-bound notebook lay on the bedside table, half-hidden beneath a stack of magazines. Maria’s heart skipped a beat as she picked it up. Inside, in her husband, Leo’s handwriting, were the details of a secret savings account. The betrayal washed over her in icy waves.

Later that evening, she was unusually quiet at dinner. Leo, oblivious, chattered happily about his day. “You know, I was thinking,” she began, her voice carefully controlled, “we should really consider getting a new roof. It's starting to show its age.”

Leo nearly choked on his food. “But we just put in that new AC unit. It's expensive!” he protested. Maria just shrugged, a fleeting smile playing on her lips. “Well, we have to protect our assets, don't we?” She watched him squirm. She wasn't going to let this go.

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