It was the fifth new car in six months. Michael, who was barely getting by, felt a surge of pure frustration. He watched Mr. Davies, his neighbour, casually polish the hood of his latest acquisition. He felt a tremor run through him.

He went inside and slammed his fist on the kitchen counter, making the dishes rattle. He marched into the bedroom and started packing. He packed everything he owned into a backpack and a duffle bag. He would leave. He didn't know where he was going but it couldn't be worse than this.

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