The voicemail crackled, informing Amelia of the imminent closure of "The Gilded Spoon." *No.* That couldn’t be right. She had eaten there every Tuesday for the last fifteen years. The voice on the other end, some nameless manager, rattled on about rising costs and shifting demographics. Amelia slammed her phone down on the counter. Tuesdays were for Mrs. Gable’s perfect pot roast and the quiet comfort of the familiar.

She marched to the restaurant, ignoring the internal tremor that threatened to buckle her resolve. The sign in the window, a hastily printed farewell, confirmed the news. Amelia pushed open the door, her jaw set. The place was almost deserted, the usual lunchtime bustle absent.

"We're closing at the end of the month," a young waitress chirped, offering a forced smile. Amelia, without acknowledging the greeting, stomped over to her favorite booth. She ignored the offered menus, waving them away with a curt gesture. “Mrs. Gable cooking today?” she demanded.

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