The news struck Clara like a physical blow. She couldn't breathe. She’d been here her whole adult life. She'd raised her family here. It was going. It was all going. The campus, the gardens, the memories. No.

She stormed out of her office. She refused to cry. She wouldn’t allow herself to feel anything. She headed for the President’s office. She demanded answers. She wanted an explanation. She wouldn't be fobbed off.

She paced in front of the office door, fists clenched. When the secretary told her the President was unavailable, she simply said, "I'll wait." She had all the time in the world. She would not back down. She would not be dismissed.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349