The quarterly review was looming, and Clara felt a surge of resentment towards Mark. He was always so eager to please, so willing to take on extra tasks. She felt cornered, controlled.

As she walked by his desk, he stopped her. “We were talking about summer camp earlier," Mark said. "Did you ever go to Camp Serenity?"

She looked at him, her expression a mask of disinterest.

“Yes,” she said curtly.

Later, during a team meeting, Mark shared an idea. She shot it down, her voice sharp and dismissive. The other employees looked at her with surprise. She barely acknowledged their glances.

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