The review, a crumpled mess in Jean-Luc’s pocket, felt heavy, a physical manifestation of his frustration. The critic had condemned his bouillabaisse as "overcooked" and his service as "slow." His hands clenched into fists. He had poured his heart into this restaurant. Now he had to retaliate.

He immediately called his staff into the back room. He laid out his plan. His head was spinning. He had never been more determined to change.

He decided that he would shut down the restaurant for a week. He would gut the entire kitchen and hire the best staff he could find. He would show them all.

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