The city lights blurred into streaks of color as the train sped along the tracks. He, Michael, sat in silence, the quiet broken only by the rhythmic hum of the train. His girlfriend, Clara, was across from him, reading a book written in Japanese. He knew she had been learning. He knew her intent.

He reached into his pocket and pulled out his phone, scrolling through social media, pretending to be utterly engrossed in the meaningless noise. He was fully aware of her watching him, but he refused to meet her gaze. He tapped his foot, a steady, incessant rhythm, until the train pulled into the station. He stood up and walked off the train, leaving her behind.

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