The text message, a cold, clinical announcement, had delivered the news about "Sam's Deli." *He was not going to let them close.* He went, every day, ordering the same sandwich, the same side. He didn't want any change.

He sat at the counter, watching the other customers. He ignored their conversations, the sadness in their eyes. The staff attempted to engage him in conversation, but he deflected their attempts.

He would sit, and he would eat. He would not allow it to end. He would order and eat and pay his bill. This was his protest. This was his stand.

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