The morning meeting had been particularly grating. Michael, her coworker, kept interrupting her points with his usual overenthusiastic suggestions. Her suggestion for a new marketing campaign was shot down. The meeting ended and the tension in her jaw refused to release.

Michael bounced over to her desk, radiating his usual forced optimism.

"Hey, I have a story to tell you," he said. "About a place we both know." He grinned.

She felt a knot tighten in her stomach.

“Camp Clearwater?” he asked, a hopeful lilt in his voice.

She leaned back in her chair, arms crossed. "Coincidence," she muttered, her gaze fixed on the ceiling tiles.

Later, during lunch, she saw him laughing with some other colleagues. She was still sitting alone at her desk. She slammed her fist down on the desktop. The action startled her but the sensation felt so satisfying.

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