The glossy paper of the letter felt wrong in his hands, too clean, too polished, like a cheap imitation of a genuine emotion. Richard flipped it over, then tossed it onto the coffee table. He would not give it the time of day.

He walked over to the window, watching the rain beat against the glass. He felt cold, but not physically. It was a coldness that seeped into his bones, a lingering chill. He wouldn't allow himself to be affected.

He spent the rest of the day in silence, refusing to engage with anyone or anything. He poured himself a whiskey, and let the amber liquid sit untouched. He didn't want to think about the letter, about any of 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