"Come on, just one coffee," Maya’s phone buzzed. Mark, the online friend, was practically begging. She felt a heat rise up her neck. She was exhausted from the pressure to be a good daughter, a good student, a good friend. The world felt like a cage.

She glanced at the perfectly organized desk in her room, the textbooks stacked neatly, the calendar meticulously planned. She grabbed her phone and texted Mark. "Meet me in ten minutes. The diner on Elm street." Then she chucked her books across the room.

The diner was a dive, greasy spoons and loud conversations. She ordered a black coffee, defiance simmering in her veins. She would decide what to do.

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