He’d said he was "working late" again. Liam was always "working late." Chloe leaned back against the cool brick of their apartment building, cigarette smoke curling into the twilight. Inside, the muffled murmur of his voice, the rapid tap-tap-tapping on the keyboard – and the scent of unfamiliar perfume that clung to him even after he’d showered.

She’d deleted his contact from her phone, then immediately re-added it, only now she'd renamed it "Mr. Unavailable." He thinks he can just lie. She'd get the truth somehow, some way. A bitter smile played on her lips. She crushed the cigarette under her heel, the red ember a tiny act of destruction.

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