The elevator ascended slowly, each floor a climb into more frustration. I was heading to a meeting. I didn't want to go. The news about Sophia’s compensation had spread like wildfire. She was a recent hire, fresh out of school. I, on the other hand, had been with the company for seven years. Seven years of loyalty, of exceeding expectations, of… being undervalued.

My shoulders slumped. I decided to call in sick. I would have to make a note for it. I would have to send the email. I'd get the meeting notes later. I pressed the button to the ground floor. Today, the world could wait. I didn't.

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