The incessant sawing grated on David’s nerves. He considered calling the city. He considered leaving a strongly worded note. He considered a full-blown rant to anyone who would listen. He just couldn't sit here and let them do what they wanted.

He decided on the most inconvenient approach. He went out, not to complain, but to “help”. He knew nothing about construction, but he could certainly offer his assistance. He got in the way. He asked the same questions over and over. He “tried” to contribute, but inevitably, he became a hindrance, a slow-down, a constant headache.

He would make this project take forever.

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