The waiting room was filled with the forced cheeriness of pre-interview pleasantries. John watched, with a folded-arm stoicism, as his friend, Mark, charmed the receptionist with a barrage of jokes. He felt a knot tighten in his stomach. They were both perfect for the role, but in different ways. John had the experience. Mark had the personality.

The secretary called Mark's name, and John stayed put, letting them pass. He watched the door close behind Mark, a sudden wave of irritation washing over him. He sank lower in his chair, trying to appear unconcerned. He could feel his heart hammering in his chest, a frantic rhythm against his ribcage.

The minutes ticked by slowly. Each second a monument to the possibility that he was less worthy.

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