He’d avoided it for days, the task hanging over him like a dark cloud. Now, here he was, in the spare bedroom, the scene of the crime. Or rather, his mother's crime: keeping everything.

David opened a box marked “School Days.” He would not be made to reminisce about the past. He wouldn't. He scanned the contents with a detached gaze.

He found a collection of art projects. A construction paper turkey. A watercolor landscape. He tossed them aside. He would not be drawn into this. This was not a trip down memory lane. It was a chore to be completed, and he would complete it as quickly as possible.

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