From the moment Liam saw the file, a knot of unease tightened in his gut. The medication listed could kill him, but the doctor kept smiling, reassuring him. He had been diagnosed with heart problems - a condition, supposedly, which had been treated successfully in another patient, a man named Robert.

He picked up the file and, without warning, tossed it onto the ground. The doctor's face went from professional to concerned. "Excuse me?" he said. Liam did not excuse himself.

Liam marched out of the office, his heart hammering in his chest. He stopped outside to take a deep breath, savoring the cool air. He would not be told what to do or what to feel. He began to walk away, a spring in his step.

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