The bright colors of the playroom assaulted Michael's eyes. He hated it. Hated the childish clutter, the overwhelming happiness that radiated from everything. Especially from his niece, Chloe, who was currently giggling at another one of her drawings. The drawings featured a creature, a creature that haunted Michael’s memories.

His sister, Emily, had brought it up again. "Don't you think it's odd?" she'd asked, her voice soft. "It's the same… thing, Michael." But Michael had shrugged. "Kids are weird." He refused to engage, to even look at the drawings for longer than a moment.

He stood by the window, arms crossed, trying to ignore the constant noise. He told himself he had better things to do, important things. He would leave soon. He didn’t want to be here. He felt the familiar ache in his jaw.

He would leave before he cracked.

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