"Dinner with friends," she'd chirped, her voice light and airy, as she had slipped out. James had heard the familiar cadence of her lies and he had seen the way she was dressed up. He had listened to the phone call. Now, he was alone, staring at the unopened takeout containers on the kitchen island.

He walked into the garage, grabbed a can of bright red paint, and started painting the living room wall. It was a messy, impulsive act, a splash of rebellion against the meticulous order she demanded. He needed to leave his mark. The fumes stung his eyes, but he kept painting, red spreading like a wound.

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