Liam slammed the car door a little harder than necessary. He’d seen the discreet transfer from the bank, the way Mr. Abernathy, his neighbour, had suddenly started upgrading his life. A new car, a vacation home. Liam, on the other hand, was juggling bills and ramen noodles.

“Good evening, Liam,” Mr. Abernathy had the gall to greet him, a genuine smile plastered across his face. He was holding a glass of wine, the colour of rubies. Liam felt a flush of heat rise up his neck.

“Just fine, thanks,” Liam mumbled, forcing a lightness into his tone he didn’t feel. He strode past, ignoring the offer of a drink, the invitation to a polite, neighbourly chat. He knew he'd be taking the late bus again. He pushed open his door and, without turning, shouted, "Hope you enjoy the good life!"

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