The bride’s toast felt overly long and sentimental, each word grating on Ethan’s ears. He could feel Eliza’s eyes on him, and he refused to acknowledge it. He was not going to be drawn into another round of manufactured pleasantries.

He focused intently on the intricate details of his plate, the perfectly arranged sprig of parsley, the precise placement of the silverware. He slowly picked at his meal, each bite deliberate and measured.

Later, as the other guests began to dance, he excused himself from the table, claiming the need for some air. He stalked towards the patio doors, deliberately ignoring the subtle glances of the other guests. He was getting out of there.

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