The stale air in the elevator was quickly becoming unbearable. She watched as her companion, David, methodically paced the small space, his hands shoved deep in his pockets. He was completely silent, except for the occasional, frustrated sigh. "They'll get us out," she said.

He stopped pacing and looked at her, his eyes narrowed. "They should have a better system," he muttered. He then started fiddling with the panel, running his fingers over the buttons. He pressed them all, one by one. Nothing.

He let out a short, bark-like laugh. He ran his hand through his hair, mussing it. He seemed entirely too composed. "Well," he said, straightening up, "I guess we're on our own." He then sat down on the floor, cross-legged, and began to tap his foot.

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