The shared photograph, a picture of Leo with a beaming face, clutched in her hand. It felt like a physical blow. Across the table, Mark, his face pale and contrite, was stammering explanations. She felt a cold, hard knot in her stomach.

She hadn't realized how important the relationship was to her, until then. He'd ruined everything.

"I... I need a moment," she said, her voice barely a whisper. She rose, pushing the chair away with a violence she hadn't anticipated. It scraped across the floor, the sound grating.

She walked towards the restrooms, not intending to go in. She needed to escape. The tiled hallway felt oppressive, suffocating. She stepped outside into the busy lobby, the noise and bustle a welcome distraction from the churning emotions within.

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