The pristine white envelope felt strangely offensive against the cluttered surface of his desk. He hadn’t expected this. Not after everything. It was from the man who'd cost him his promotion, the man who’d undermined his every move for years. He took a long drag from his cigarette, the smoke curling around his head, obscuring his face. He’d built an empire. The apology, he was sure, was a calculated move, not a genuine expression of remorse. He snuffed out the cigarette in the ashtray with unnecessary force and chucked the letter into the trash.

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