The email sat in Mark's inbox, a digital taunt. "Professor Chen's Farewell Luncheon. Thursday, 12 PM." He deleted it without a second glance. A luncheon? A forced celebration of his absence? Absolutely not. He'd spent the last year working tirelessly on the project Chen had spearheaded, pouring over documents, attending meetings, practically living in the lab. Now, a mere invitation?

His jaw clenched. He was supposed to be Chen’s successor! He’d been told as much. Now, a simple email? He imagined Chen, off somewhere, probably with all the fanfare Mark deserved. He would not give Chen the satisfaction of his presence. He’d work through the weekend, perfecting the project. He'd ensure that Chen, wherever he was, heard the results.

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