The listing agent's voice, saccharine and overly polite, was grating on Liam's nerves. "A wonderful opportunity," she'd purred when he'd called, feigning interest. He almost spat out the coffee he'd been sipping.

He would not be told what was wonderful. He wouldn't show up at the open house, despite the powerful draw. He would not reminisce with strangers about the time he broke his arm on the swing set in the backyard.

Instead, he turned off the phone, and went for a long, brisk walk, the cold wind whipping at his face. He’d think about everything else.

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