He had seen it online, scrolling through his phone during his commute. "The Soup Kitchen," his favorite lunch spot, was closing its doors. He felt a wave of icy cold wash over him, followed by a surge of heat. He refused to believe it.

He went there for lunch that day, despite the notice. He refused to give in. He arrived, the place was strangely quiet. He sat at his usual table, the one in the corner. He ordered his usual, the tomato soup and grilled cheese. He didn't say a word to the waitress, just stared out the window, watching the pedestrians pass by.

He ate the soup and the grilled cheese slowly. He was determined to make this the best meal of his life, a silent testament to the restaurant he refused to let go. He would make them wish to stay open.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391