"You were a very important person in my life," Michael said, the words catching in his throat. He’d traveled across the country to see David, armed with old photos, anecdotes, and a desperate hope. David had listened, his expression neutral, his responses vague. “I appreciate you sharing, but… I don’t recall any of that.”

Michael’s hands clenched at his sides. He took a step back, suddenly feeling trapped, suffocated. He wanted to shout, to shake David until the memories came flooding back, to force him to acknowledge the weight of their history.

Instead, he forced a smile, the muscles in his face aching with the effort. "It's been... nice seeing you," he mumbled, his voice a low growl. He spun and quickly left the room.

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