The empty space on the bookshelf, where Anna usually kept her collection of perfectly organized books, felt like a void. Lately, her roommate, Beth, had been making a case for a pet. A hamster. A tiny, fast-moving rodent. Anna couldn't help but feel resistant.

She’d spent years perfecting the order of her life, the placement of her furniture, the quiet rhythm of her days. A hamster disrupted that.

She’d found herself obsessively cleaning. She dusted the shelves, moved the plants, and reorganized the spices in the kitchen. She felt a prickle of annoyance whenever Beth mentioned the hamster.

Later that evening, when Beth showed her the cage, Anna's jaw clenched. She needed silence. She needed to breathe. This was her space, and she'd protect 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