He saw the other man, Richard, across the busy restaurant. The same nervous smile. The same slightly too-tight suit. He wanted to roar. He wanted to shatter the plates, to overturn the tables, to make a scene of magnificent proportions.

He sat there, gripping his water glass, the cold seeped into his palms. Richard began to speak, his voice soft, apologetic. He felt a wave of nausea.

He stood abruptly, his chair clattering to the floor. "I’m leaving," he said, his voice flat, devoid of emotion. He walked past Richard, not making eye contact, his chest burning. He didn't even bother to collect his coat.

Outside, the cool night air was a shock. He walked toward the busiest street, the constant noise, the people moving in all directions, creating a cacophany of sounds. He wanted to get lost in the crowd.

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