The silence was punctuated only by the hum of the elevator's machinery. She, Karen, was visibly shaken, her voice trembling as she kept pressing the call button. He, however, was a picture of serenity. He inspected the ceiling panels. He ran his fingers along the polished stainless steel of the doors.

"Are you even listening to me?" she asked.

He slowly turned to face her, a slight smile playing on his lips. "Why? What are you going to do?" He didn't wait for a response. He bent down, inspected the gap beneath the doors, and then went back to examining the ceiling. He then started to whistle a catchy tune.

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