The air conditioning blasted cold air, but I still felt a simmer of anger building inside me. I had overheard the conversation, a hushed exchange between two colleagues about compensation. The new intern, Jessica, was making more than I was. After five years. Five years of late nights, of project management, of handling the difficult clients. Now, some newcomer, with her bubbly personality and "fresh perspective," was being valued higher.

I stared at the unfinished presentation on my screen. It felt heavy, a burden. I closed the file. I was not going to work on it today. I was not going to do any extra tasks. The team meeting started in an hour. I decided to "work from home" today. They could find someone else to handle it.

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