The tiny, chipped ceramic bird sat perched on the windowsill, just where Liam had told her not to put anything. His instructions echoed in her head, a monotone drone of "clutter" and "responsibility." She’d found it at a flea market, its faded blue glaze whispering tales of forgotten gardens. Now, the bird seemed to be looking down on her, sharing her feelings.

He'd said no pets. Said it would be too much work, too much noise, too much… something. But she’d spent the morning at the animal shelter, and the image of a scruffy terrier with big, hopeful eyes kept returning. That dog, that *life*, deserved a home.

She walked to the phone, her fingers finding the animal shelter's number. His voice, she imagined, would be tight with displeasure when he found out. She smiled, a small curve of her lips that had nothing to do with happiness.

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