The house felt too warm, too close. Sarah kept trying to bring it up. The drawings. Her daughter, Emily's, drawings. They all looked the same. The same small, blue, floating orb. The same companion Liam had had as a child. He felt a bead of sweat trickle down his temple.

He took another sip of his iced tea, ignoring his sister's concerned gaze. "It's… art," he’d said, his voice strained. He didn’t want to explain, didn’t want to delve into that dark place. He knew what he’d seen. He knew what he remembered.

He set his glass down too hard on the table. He stood up abruptly. He needed to get out, to breathe. He pushed away from the table. He said he had to go, muttering something about a prior engagement. He walked out the door and slammed it behind him.

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