"Madam," the investigator, a young man with a polite demeanor, said, gesturing to the basement, "the evidence suggests..." Clara cut him off. Her voice had a sharp edge. “I'm not interested in suggestions, young man. I’m interested in my afternoon tea.”

He cleared his throat. “The previous owner…”

"Gone," she snapped. "That's all that matters, isn't it? Gone." She’d dealt with worse, the nasty neighbors and the demanding relatives. A dusty old house and its sordid past? Trivial.

The detective, clearly bewildered, continued to press his case. Clara felt a flush creep up her neck. She’d finally found a place that felt right, a place where she could grow her orchids in peace. She wasn't about to let some dusty old file, some long-dead victim, ruin that for her. She glared at him. "Now, if you'll excuse me," she said, her voice laced with steel. "I have a cucumber sandwich waiting."

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