The email landed with a thud in her inbox. “Party Cancelled. Sorry.” That was it. No explanation, just a cold, impersonal message. Her jaw tightened. Her fingers, usually clumsy on the keyboard, typed out a furious reply before she deleted it, knowing it would be a waste of breath. Instead, she slammed her laptop shut. The sudden darkness of the screen felt like a personal insult. She marched to the fridge, grabbed the leftover champagne, and twisted the cork off, the pop echoing in the empty apartment. She took a long, unapologetic swig, the bubbles a stinging defiance against the quiet.

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