He was late. Traffic, he'd told his mother, though the truth was he'd dawdled, prolonging the inevitable. He arrived as the cake was being wheeled out, a monstrous confection he knew would be sickeningly sweet. He avoided his parents' gaze, finding a vacant seat at the back of the room.

The speeches had already begun, a torrent of praise he found difficult to stomach. He fiddled with his tie, loosening it slightly as if to let out the rising heat that began to grow across his neck. He'd prepared nothing. He'd considered saying nothing at all. He felt a dull ache behind his eyes.

He imagined the look on his father’s face when he finally stood up. His father had a way of looking at him that always felt like…disappointment. He wondered if this speech would change that. He doubted 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