The overhead lights flickered, threatening to plunge them into complete darkness. He stood rigidly, arms at his sides, as his colleague, Susan, ranted about the building's poor maintenance. He felt a deep ache inside, fueled by frustration and a potent desire to be elsewhere.

"Do you even care?" she demanded.

He ignored her, instead turning and examining the ventilation grate in the ceiling. He began to try and pry it open with his fingernails. His knuckles were white. He grunted with effort.

He paused, then kicked the panel again, hard. The force of the impact shook the elevator. He did this several times before stopping. He looked at Susan, his eyes locked.

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