“This is a joke, right?” Michael asked, staring at the announcement pinned to the departmental bulletin board. Professor Bell's name was crossed out, a red marker slashed across the news. The rest of the notice was all about finding a replacement. He refused to admit the impact it had on him.

He stormed back to his apartment, the brisk air doing nothing to clear the fog in his brain. He started pacing, back and forth, the worn floorboards creaking under his feet.

He would show everyone how well he could do without Professor Bell's guidance. He would double down on his studies. He would not be diminished.

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