The email was short, simple, and utterly infuriating. Professor Jackson, gone. Done. Ava wanted to scream. She took a deep breath. She wouldn't.

She'd spent three long years working with Professor Jackson, building a relationship based on mutual respect and understanding. She felt a surge of defiance. She'd put in the hours, the late nights, the sacrifices. The idea of losing everything she'd worked for felt like a theft.

She would not be deterred. She was going to convince him to stay. She had a meeting scheduled, the following day. She had an entire argument prepared.

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