The campus was awash in a golden autumn light, but it held no beauty for David. Professor Ito’s email had arrived that morning, a notification of his impending departure. He crumpled it in his fist, tossed it in the trash, and went to the lab.

He ignored the emails from the other students, their worried questions about the transition. He ignored his own doubts. Instead, he plunged into the experiment, adjusting the dials, meticulously recording the data, driven by an almost frantic energy. He would finish this research, and he would finish it alone.

He worked until the lab was plunged into darkness, only the faint glow of the monitors illuminating his face. He’d show them all.

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