He watched the other woman, Sarah, from across the dimly lit bar. The same easy laugh. The same messy bun. The same necklace he'd bought her. He felt a jolt of something akin to fury. His hands clenched into fists, hidden in his pockets.

He'd planned a romantic evening. Now, he felt the plan disintegrating in his grasp. The air in the bar suddenly felt too thick, too stifling. He stood abruptly, knocking over his chair. It clattered to the floor, drawing stares.

“Excuse me,” he muttered, his voice a low growl. He didn't wait for a response. He pushed through the crowd, heading for the exit. He needed air. He needed to be anywhere but there.

Outside, he found a payphone, the kind that still existed, a relic of a past he suddenly longed for. He fished out a quarter and dialed his own number. He wanted to hear the answering machine, the casual, innocent greeting. He didn’t want to talk to anyone. Not ever.

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