The cafe buzzed, but Amelia barely registered it. Across the small, scarred table, Liam’s face was a study in practiced sincerity. He said, “It's just… complicated, you know?” She gripped her iced coffee, the condensation cold against her knuckles. Complicated? This wasn’t a goddamn crossword puzzle. It was a person, their person, it turned out.

She pushed back her chair, the legs scraping loudly against the tile. Liam flinched. Good. "I think," she drawled, her voice tight, "I need to go." The words tasted like ash.

She strode past him, ignoring his murmured apologies, his outstretched hand. The bell above the door chimed a jaunty farewell, a stark contrast to the hollow ache in her chest. Outside, the sun was bright, blinding. She squinted, then deliberately took a long, slow drag from her cigarette, blowing the smoke upward, away from him, away from it all.

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