Liam stared at the email, the words blurring. He'd imagined this day, but never believed it would come. Across the country, away from him? He picked up the phone, and his thumb hovered over Maya's number, but he dropped it back onto the table. He wasn't going to beg. He wouldn't plead. He picked up his guitar, a gift from his friend. He usually played for her, but today it was different.

His fingers clawed at the strings, a discordant sound filling the room. He knew all her favorite songs. He would play them until his fingers bled, but he wouldn't dedicate a song to her. He’d start writing a new song, a bitter tune about the desert, the ocean, and the stupid job that was stealing her away. He strummed the guitar harder.

He would build his own damn bonfire in the back yard, and stand there, and not look back.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385