The flickering candlelight cast dancing shadows on the walls of the dimly lit pub. Ben listened to Michael's story about the night they first met their wives. Michael was embellishing, the details getting more fantastical with each passing sentence. Ben felt the muscles in his jaw tighten.

"That's not how it happened," Ben interrupted, his voice low. Michael stopped mid-sentence, his smile fading.

Ben remembered the awkward silence, the fumbling conversation, the way he'd tripped over his own feet. Michael’s recollection was about as accurate as a fairy tale. He felt a deep, instinctive resistance to letting this fabrication stand.

He took a slow sip of his beer, the cold liquid doing little to soothe the rising heat in his chest. “I remember a lot of uncomfortable silences, actually.”

Michael’s cheeks flushed, and he looked around, as if searching for an escape route. Ben wasn't going to let him.

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