Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Maya. Sarah, beaming as usual, had just regaled the table with another tale of high-pressure corporate strategy meetings. Except, Maya had seen Sarah’s “office.” It was a cramped, messy shared workspace above a laundromat. A sudden, unyielding pressure built behind Maya's eyes. She plastered on a smile, took a large, slow gulp of her latte, and when Sarah asked about her upcoming art exhibition, Maya leaned forward, voice smooth but sharp, and said, "Oh, it's going brilliantly. I might even sell a piece to a museum. You know, the kind of place that actually *cares* about something other than quarterly profits."

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