He’d always held a deep appreciation for "Luigi’s," his sanctuary. When the email arrived, a cold wave of defiance washed over him. *They couldn’t.* The memory of the garlic bread, the way the aged parmesan would fall on his plate, the warmth of the space after a long day – he refused to allow it to be taken.

He refused to consider other eateries, even as colleagues suggested them during their lunch breaks. He would sit at his desk, ignoring their suggestions, and when he finished his tasks, he'd walk briskly towards the restaurant.

He arrived at Luigi’s, the familiar scent of simmering tomato sauce a small balm to his frayed nerves. He ordered his usual, the spaghetti with extra meatballs. Even the waiter's attempts at pleasant conversation were met with curt responses. He sat there, chewing slowly, each bite a silent protest against the impending loss.

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