He stared at the orchids on his desk, their delicate scent a persistent, cloying presence. An unwanted gift. A silent plea. He clenched his fists, knuckles white. They thought they could buy him off? A little show of floral peace?

He rose from his chair, his movements stiff. He walked to the window, opened it, and without a second thought, he hurled the entire arrangement out into the rain-swept street below. The impact shattered the vase, scattering the blossoms. Good riddance. He leaned on the windowsill, savoring the cool, wet air, the quiet.

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